← Open Scholarly Sources / 開放學術來源
Six routing tiers, named archetypes and eight ordinal 0–4 dimensions. These describe how to use a source; they are not prestige or article-quality rankings.
六種用途 tier、來源 archetype 與八個 0–4 序位軸。它們描述「這個來源怎麼用」，不是期刊聲望或單篇文章品質排名。
noise_risk 只代表需要更多篩選。244 profiles
| Source | Tier | Archetypes / 性格 | Scores / 八軸 | Confidence + provenance |
|---|---|---|---|---|
ACL Anthologyacl-anthology | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 典藏骨架 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
ACM Digital Libraryacm-digital-library | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 version bridge / 版本橋接器 正式證據錨點 · 版本橋接器 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ACS Central Scienceacs-central-science | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Advance: a Sage preprints communitysage-advance | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
AfricArXivafricarxiv | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 cross-disciplinary hub / 跨域樞紐 version bridge / 版本橋接器 典藏骨架 · 跨域樞紐 · 版本橋接器 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
AgEcon Searchagecon-search | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 policy signal / 政策訊號站 version bridge / 版本橋接器 典藏骨架 · 政策訊號站 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
agriRxivagrirxiv | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
AGRISfao-agris | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 發現基礎設施 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 1/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Annals of Forest Scienceannals-of-forest-science | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Annual Meeting of the Association for Computational Linguistics (ACL)acl | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
AoB PLANTSaob-plants | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Applications in Plant Sciencesapplications-in-plant-sciences | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
APSA Preprintsapsa-preprints | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ARPHA Preprintsarpha-preprints | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ART-Dokart-dok | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 典藏骨架 · 專門領域獵犬 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 3/4 · machine readability 3/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
arXivarxiv | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 典藏骨架 · 高流量廣域來源 · 跨域樞紐 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 4/4 · specialization 2/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 · override |
arXiv cs.AI — Artificial Intelligencearxiv-cs-ai | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 典藏骨架 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
arXiv cs.CL — Computation and Languagearxiv-cs-cl | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 broad firehose / 高流量廣域來源 frontier scout / 前沿偵察兵 典藏骨架 · 高流量廣域來源 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 · override |
arXiv cs.CV — Computer Vision and Pattern Recognitionarxiv-cs-cv | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 典藏骨架 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
arXiv cs.LG — Machine Learningarxiv-cs-lg | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 broad firehose / 高流量廣域來源 frontier scout / 前沿偵察兵 典藏骨架 · 高流量廣域來源 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 · override |
arXiv cs.MA — Multiagent Systemsarxiv-cs-ma | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 典藏骨架 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
arXiv stat.ML — Machine Learningarxiv-stat-ml | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 典藏骨架 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Asia-Pacific Chapter of the Association for Computational Linguistics (AACL)aacl | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Atmospheric Chemistry and Physicsatmospheric-chemistry-and-physics | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Authoreaauthorea | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Bank of England Staff Working Papersbank-of-england-staff-working-papers | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Beilstein Archivesbeilstein-archives | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Bepress Legal Repositorybepress-legal-repository | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 3/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
BIGG-RECwho-bigg-rec | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 evidence-synthesis anchor / 實證綜整錨點 guideline authority / 指引權威來源 發現基礎設施 · 實證綜整錨點 · 指引權威來源 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 2/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Biodiversity Heritage Librarybiodiversity-heritage-library | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 典藏骨架 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 3/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Biogeosciencesbiogeosciences-copernicus | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Biographical Memoirs of Fellows of the Royal Societyroyal-society-biographical-memoirs | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
BioHackrXivbiohackrxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 methods workshop / 方法工作坊 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 方法工作坊 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Biology Lettersroyal-society-biology-letters | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
BioOne Completebioone-complete | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 發現基礎設施 | academic rigor 4/4 · frontier velocity 1/4 · signal density 4/4 · machine readability 2/4 · version clarity 1/4 · oa reliability 2/4 · specialization 3/4 · noise risk 2/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
bioRxivbiorxiv | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 高流量廣域來源 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 4/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
bioRxiv — Plant Biologybiorxiv-plant-biology | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
BIS Working Papersbis-working-papers | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
BMC Plant Biologybmc-plant-biology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
BMC Pregnancy and Childbirthbmc-pregnancy-childbirth | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
BMC Women's Healthbmc-womens-health | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
BodoArXivbodoarxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Cambridge Core Journalscambridge-core-journals | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 1/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Cambridge Forumcambridge-forum | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Cambridge Materialscambridge-materials | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Cambridge Open Engagecambridge-open-engage | R2 strong-formal / 強正式來源 | cross-disciplinary hub / 跨域樞紐 version bridge / 版本橋接器 跨域樞紐 · 版本橋接器 | academic rigor 2/4 · frontier velocity 2/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Cambridge Prismscambridge-prisms | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Cell Press Sneak Peekcell-press-sneak-peek | F1 frontier-primary / 前沿主力 | clinical early warning / 臨床早期警報 frontier scout / 前沿偵察兵 臨床早期警報 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 2/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
CERN Document Server (CDS)cern-document-server | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 3/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Chemical Sciencechemical-science | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ChemRxivchemrxiv | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
ChinaXivchinaxiv | R2 strong-formal / 強正式來源 | cross-disciplinary hub / 跨域樞紐 version bridge / 版本橋接器 跨域樞紐 · 版本橋接器 | academic rigor 2/4 · frontier velocity 2/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ClinicalTrials.govclinicaltrials-gov | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 preregistration registry / 預註冊查證庫 research-integrity watch / 研究誠信警戒站 trial registry / 臨床試驗註冊庫 version bridge / 版本橋接器 發現基礎設施 · 預註冊查證庫 · 研究誠信警戒站 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 2/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Cochrane Librarycochrane-library | R1 formal-core / 正式核心 | evidence-synthesis anchor / 實證綜整錨點 formal anchor / 正式證據錨點 實證綜整錨點 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Columbia Library Journalscolumbia-library-journals | R2 strong-formal / 強正式來源 | cross-disciplinary hub / 跨域樞紐 跨域樞紐 | academic rigor 2/4 · frontier velocity 2/4 · signal density 2/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 1/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Computational Linguisticscomputational-linguistics | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Conference on Computational Natural Language Learning (CoNLL)conll | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Conference on Empirical Methods in Natural Language Processing (EMNLP)emnlp | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Contraception and Reproductive Medicinecontraception-and-reproductive-medicine | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
CoP Preprintscop-preprints | F2 frontier-exploratory / 前沿探索 | clinical early warning / 臨床早期警報 community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 臨床早期警報 · 社群前沿樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Copernicus Publicationscopernicus-publications | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
COREcore | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 version bridge / 版本橋接器 跨域樞紐 · 發現基礎設施 · 版本橋接器 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 2/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Cornell Undergraduate Research Journalcornell-undergraduate-research-journal | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
CrimRxivcrimrxiv | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
CrossAsia Repositorycrossasia-repository | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 3/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Cryptology ePrint Archivecryptology-eprint | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Current Developments in Nutritioncurrent-developments-nutrition | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Dartmouth Digital Publishing Journalsdartmouth-digital-publishing-journals | R2 strong-formal / 強正式來源 | discovery infrastructure / 發現基礎設施 發現基礎設施 | academic rigor 2/4 · frontier velocity 2/4 · signal density 2/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
DASHharvard-dash | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 cross-disciplinary hub / 跨域樞紐 典藏骨架 · 跨域樞紐 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 1/4 · oa reliability 2/4 · specialization 1/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Demographydemography | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Directory of Open Access Journalsdoaj | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 跨域樞紐 · 發現基礎設施 | academic rigor 4/4 · frontier velocity 1/4 · signal density 4/4 · machine readability 4/4 · version clarity 1/4 · oa reliability 1/4 · specialization 1/4 · noise risk 2/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Directory of Open Access Preprint Repositories (DOAPR)doapr | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 version bridge / 版本橋接器 跨域樞紐 · 發現基礎設施 · 版本橋接器 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 1/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Dryaddryad | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 cross-disciplinary hub / 跨域樞紐 data repository / 研究資料典藏 version bridge / 版本橋接器 典藏骨架 · 跨域樞紐 · 研究資料典藏 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 3/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
DSpace@MITmit-dspace | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 version bridge / 版本橋接器 典藏骨架 · 高流量廣域來源 · 跨域樞紐 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
E-LIS Repositorye-lis | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 典藏骨架 · 專門領域獵犬 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 3/4 · machine readability 3/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Earth System Science Dataearth-system-science-data | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Earth-prints Repositoryearth-prints | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
EarthArXiveartharxiv | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
EasyChair Preprintseasychair-preprints | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ECB Working Paper Seriesecb-working-paper-series | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
EcoEvoRxivecoevorxiv | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 典藏骨架 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 1/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Ecological Solutions and Evidenceecological-solutions-and-evidence | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
eCommonscornell-ecommons | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 cross-disciplinary hub / 跨域樞紐 典藏骨架 · 跨域樞紐 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 1/4 · oa reliability 2/4 · specialization 1/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
EconStoreconstor | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 典藏骨架 · 專門領域獵犬 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ECSarXivecsarxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
EdArXivedarxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Electronic Colloquium on Computational Complexityeccc | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 典藏骨架 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
eLife Reviewed Preprintselife-reviewed-preprints | R2 strong-formal / 強正式來源 | open peer review / 公開同儕審查 publish-review-curate / 先發表－再審查－再策展 review observatory / 審查觀測站 version bridge / 版本橋接器 公開同儕審查 · 先發表－再審查－再策展 · 審查觀測站 | academic rigor 3/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
engrXiv — Engineering Archiveengrxiv | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 前沿偵察兵 · 專門領域獵犬 · 版本橋接器 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ERICeric | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 發現基礎設施 · 專門領域獵犬 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
ESS Open Archiveess-open-archive | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 version bridge / 版本橋接器 前沿偵察兵 · 版本橋接器 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Europe PMCeurope-pmc | D1 discovery-infrastructure / 發現／查證基礎設施 | archive backbone / 典藏骨架 discovery infrastructure / 發現基礎設施 version bridge / 版本橋接器 典藏骨架 · 發現基礎設施 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 2/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
European Chapter of the Association for Computational Linguistics (EACL)eacl | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
F1000Researchf1000research | R2 strong-formal / 強正式來源 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 open peer review / 公開同儕審查 publish-review-curate / 先發表－再審查－再策展 review observatory / 審查觀測站 version bridge / 版本橋接器 高流量廣域來源 · 跨域樞紐 · 公開同儕審查 | academic rigor 2/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Figsharefigshare | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 version bridge / 版本橋接器 典藏骨架 · 高流量廣域來源 · 跨域樞紐 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 2/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Finance and Economics Discussion Series (FEDS)federal-reserve-feds | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Findings of the Association for Computational Linguisticsacl-findings | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
FocUS Archivefocus-archive | F2 frontier-exploratory / 前沿探索 | clinical early warning / 臨床早期警報 community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 臨床早期警報 · 社群前沿樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Forest Ecosystemsforest-ecosystems | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Forum of Mathematicsforum-of-mathematics | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Forum of Mathematics, Piforum-of-mathematics-pi | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Forum of Mathematics, Sigmaforum-of-mathematics-sigma | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Frenxivfrenxiv | F2 frontier-exploratory / 前沿探索 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Frontiers in Psychologyfrontiers-psychology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Frontiers in Reproductive Healthfrontiers-reproductive-health | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Frontiers in Social Psychologyfrontiers-social-psychology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Gates Open Researchgates-open-research | R2 strong-formal / 強正式來源 | open peer review / 公開同儕審查 publish-review-curate / 先發表－再審查－再策展 review observatory / 審查觀測站 version bridge / 版本橋接器 公開同儕審查 · 先發表－再審查－再策展 · 審查觀測站 | academic rigor 2/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Geophysical Journal Internationalgeophysical-journal-international | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Geoscientific Model Developmentgeoscientific-model-development | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Global Index Medicusglobal-index-medicus | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 regional discovery / 區域／非英語文獻入口 version bridge / 版本橋接器 發現基礎設施 · 區域／非英語文獻入口 · 版本橋接器 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 3/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
HALhal | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 cross-disciplinary hub / 跨域樞紐 version bridge / 版本橋接器 典藏骨架 · 跨域樞紐 · 版本橋接器 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Horticulture Researchhorticulture-research | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Human Reproduction Openhuman-reproduction-open | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Hydrology and Earth System Scienceshydrology-and-earth-system-sciences | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
iForest — Biogeosciences and Forestryiforest | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
IMF Working Papersimf-working-papers | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
IndiaRxivindiarxiv | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Interface Focusroyal-society-interface-focus | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
International Conference on Learning Representations (ICLR)iclr | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
International Finance Discussion Papers (IFDP)federal-reserve-ifdp | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
IZA Discussion Papersiza-discussion-papers | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
JAMA Network Openjama-network-open | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
JMIR Preprintsjmir-preprints | R2 strong-formal / 強正式來源 | version bridge / 版本橋接器 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Journal of Cosmology and Astroparticle Physicsjournal-of-cosmology-and-astroparticle-physics | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Journal of High Energy Physicsjournal-of-high-energy-physics | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 4/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Journal of Legal Analysisjournal-of-legal-analysis | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Journal of Machine Learning Research (JMLR)jmlr | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Journal of Ovarian Researchjournal-of-ovarian-research | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Journal of the Royal Society Interfaceroyal-society-interface | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Jxivjxiv | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Law Archivelaw-archive | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Lens Scholarly Workslens-scholarly-works | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 scholarly graph / 學術關聯圖譜 version bridge / 版本橋接器 跨域樞紐 · 發現基礎設施 · 學術關聯圖譜 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 1/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
LingBuzzlingbuzz | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 典藏骨架 · 專門領域獵犬 · 版本橋接器 | academic rigor 2/4 · frontier velocity 1/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
LSE Research Onlinelse-research-online | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 policy signal / 政策訊號站 version bridge / 版本橋接器 典藏骨架 · 政策訊號站 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
MarXivmarxiv | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 典藏骨架 · 專門領域獵犬 · 版本橋接器 | academic rigor 2/4 · frontier velocity 1/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Maternal Health, Neonatology and Perinatologymaternal-health-neonatology-perinatology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Mathematical Physics Preprint Archive (mp_arc)mp-arc | F2 frontier-exploratory / 前沿探索 | archive backbone / 典藏骨架 specialist hunter / 專門領域獵犬 典藏骨架 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
MediArXivmediarxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
medRxivmedrxiv | F1 frontier-primary / 前沿主力 | clinical early warning / 臨床早期警報 frontier scout / 前沿偵察兵 臨床早期警報 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 4/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
MetaArXivmetaarxiv | F2 frontier-exploratory / 前沿探索 | broad firehose / 高流量廣域來源 community hub / 社群前沿樞紐 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 methods workshop / 方法工作坊 高流量廣域來源 · 社群前沿樞紐 · 跨域樞紐 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
MindRxivmindrxiv | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 3/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
MitoFit Preprints Archivemitofit-preprints | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Monthly Notices of the Royal Astronomical Societymnras | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Monthly Notices of the Royal Astronomical Society: Letters archivemnras-letters-archive | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Munich Personal RePEc Archive (MPRA)mpra | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
NAR Cancernar-cancer | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
NAR Genomics and Bioinformaticsnar-genomics-and-bioinformatics | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
NAR Journalsnar-journals | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
NAR Molecular Medicinenar-molecular-medicine | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
National Digital Library of Theses and Dissertations in Taiwanndltd-taiwan | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 cross-disciplinary hub / 跨域樞紐 regional discovery / 區域／非英語文獻入口 thesis archive / 學位論文典藏 version bridge / 版本橋接器 典藏骨架 · 跨域樞紐 · 區域／非英語文獻入口 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Nations of the Americas Chapter of the ACL Conference (NAACL)naacl | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Nature Communicationsnature-communications | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
NBER Working Papersnber-working-papers | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 2/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
NeurIPS Proceedingsneurips-proceedings | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
NewAddictionsXnewaddictionsx | F2 frontier-exploratory / 前沿探索 | clinical early warning / 臨床早期警報 community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 臨床早期警報 · 社群前沿樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Notes and Records: The Royal Society Journal of the History of Scienceroyal-society-notes-and-records | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 4/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Nuclear Physics B — SCOAP³-covered articlesnuclear-physics-b-scoap3 | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Nucleic Acids Researchnucleic-acids-research | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
NutriXivnutrixiv | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 historical preprint archive / 歷史預印本典藏 specialist hunter / 專門領域獵犬 典藏骨架 · 歷史預印本典藏 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Open Anthropology Research Repository (OARR)open-anthropology-research-repository | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Open Biologyroyal-society-open-biology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Open Library of Humanitiesopen-library-of-humanities | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Open Mindopen-mind | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
OpenAlexopenalex | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 scholarly graph / 學術關聯圖譜 version bridge / 版本橋接器 跨域樞紐 · 發現基礎設施 · 學術關聯圖譜 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 1/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
OpenReviewopenreview | D1 discovery-infrastructure / 發現／查證基礎設施 | open peer review / 公開同儕審查 review observatory / 審查觀測站 version bridge / 版本橋接器 公開同儕審查 · 審查觀測站 · 版本橋接器 | academic rigor 2/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 3/4 · version clarity 1/4 · oa reliability 2/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 · override |
Organic Eprintsorganic-eprints | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
OSF Preprintsosf-preprints | D1 discovery-infrastructure / 發現／查證基礎設施 | community hub / 社群前沿樞紐 cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 version bridge / 版本橋接器 社群前沿樞紐 · 跨域樞紐 · 發現基礎設施 | academic rigor 2/4 · frontier velocity 2/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
OSF Registriesosf-registries | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 preregistration registry / 預註冊查證庫 research-integrity watch / 研究誠信警戒站 version bridge / 版本橋接器 跨域樞紐 · 發現基礎設施 · 預註冊查證庫 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
PaleorXivpaleorxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Peer Community Inpeer-community-in | D1 discovery-infrastructure / 發現／查證基礎設施 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 open peer review / 公開同儕審查 overlay peer review / 疊加式預印本審查 review observatory / 審查觀測站 version bridge / 版本橋接器 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 3/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Penn Press Diamond / Platinum Open Accesspenn-press-diamond-oa | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Penn Press Subscribe to Openpenn-press-subscribe-to-open | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
PhilArchivephilarchive | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 heterodox frontier / 非主流前沿 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 典藏骨架 · 非主流前沿 · 專門領域獵犬 | academic rigor 2/4 · frontier velocity 1/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Philosophical Transactions of the Royal Society Aroyal-society-philosophical-transactions-a | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Philosophical Transactions of the Royal Society Broyal-society-philosophical-transactions-b | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
PhilSci-Archivephilsci-archive | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 heterodox frontier / 非主流前沿 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 非主流前沿 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Physical Review D — SCOAP³-covered articlesphysical-review-d-scoap3 | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Physical Review Letters — SCOAP³-covered articlesphysical-review-letters-scoap3 | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 4/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Physical Review Xphysical-review-x | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Physics Letters B — SCOAP³-covered articlesphysics-letters-b-scoap3 | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
PhytoKeysphytokeys | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Plant Directplant-direct | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Plant Methodsplant-methods | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 specialist hunter / 專門領域獵犬 正式證據錨點 · 方法工作坊 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
PLOS Biologyplos-biology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
PLOS Medicineplos-medicine | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
PNAS Nexuspnas-nexus | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Preprints with The Lancetpreprints-with-the-lancet | F1 frontier-primary / 前沿主力 | clinical early warning / 臨床早期警報 frontier scout / 前沿偵察兵 臨床早期警報 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 2/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Preprints.orgpreprints-org | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Preprints.rupreprints-ru | F2 frontier-exploratory / 前沿探索 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Proceedings of Machine Learning Research (PMLR)pmlr | R2 strong-formal / 強正式來源 | discovery infrastructure / 發現基礎設施 發現基礎設施 | academic rigor 2/4 · frontier velocity 2/4 · signal density 2/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Proceedings of the Royal Society Aroyal-society-proceedings-a | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Proceedings of the Royal Society Broyal-society-proceedings-b | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Project Euclidproject-euclid | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
PropylaeumDokpropylaeumdok | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
PROSPEROprospero | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 evidence-synthesis anchor / 實證綜整錨點 preregistration registry / 預註冊查證庫 research-integrity watch / 研究誠信警戒站 version bridge / 版本橋接器 發現基礎設施 · 實證綜整錨點 · 預註冊查證庫 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 2/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
PsyArXivpsyarxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
PubMedpubmed | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 scholarly graph / 學術關聯圖譜 version bridge / 版本橋接器 發現基礎設施 · 學術關聯圖譜 · 版本橋接器 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 1/4 · specialization 2/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
PubMed Central (PMC)pubmed-central | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-19 · rules 0.2.2 · override |
RAS Techniques and Instrumentsras-techniques-and-instruments | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Reproduction and Fertilityreproduction-and-fertility | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Reproductive Biology and Endocrinologyreproductive-biology-and-endocrinology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Reproductive Healthreproductive-health | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Reproductive Medicine and Biologyreproductive-medicine-and-biology | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Research Directionscambridge-research-directions | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Research Papers in Economics (RePEc)repec | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 version bridge / 版本橋接器 發現基礎設施 · 政策訊號站 · 專門領域獵犬 | academic rigor 2/4 · frontier velocity 1/4 · signal density 3/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 1/4 · specialization 4/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Research Squareresearch-square | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 clinical early warning / 臨床早期警報 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 version bridge / 版本橋接器 高流量廣域來源 · 臨床早期警報 · 跨域樞紐 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Retraction Watch data via Crossrefretraction-watch-crossref | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 research-integrity watch / 研究誠信警戒站 version bridge / 版本橋接器 跨域樞紐 · 發現基礎設施 · 研究誠信警戒站 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 1/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
RINarXivrinarxiv | F2 frontier-exploratory / 前沿探索 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 3/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Royal Astronomical Society Journalsroyal-astronomical-society-journals | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 methods workshop / 方法工作坊 正式證據錨點 · 方法工作坊 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 2/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Royal Society Open Scienceroyal-society-open-science | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Royal Society Publishingroyal-society-publishing | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 2/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Rutgers Optimality Archive (ROA)rutgers-optimality-archive | F2 frontier-exploratory / 前沿探索 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 3/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
SciELO Preprintsscielo-preprints | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Science Advancesscience-advances | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 跨域樞紐 · 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Sciencepaper Onlinesciencepaper-online | F2 frontier-exploratory / 前沿探索 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 2/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
SciPost Physicsscipost-physics | R1 formal-core / 正式核心 | cross-disciplinary hub / 跨域樞紐 formal anchor / 正式證據錨點 version bridge / 版本橋接器 跨域樞紐 · 正式證據錨點 · 版本橋接器 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
SCOAP³scoap3 | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 典藏骨架 | academic rigor 4/4 · frontier velocity 1/4 · signal density 4/4 · machine readability 3/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Semantic Scholarsemantic-scholar | D1 discovery-infrastructure / 發現／查證基礎設施 | cross-disciplinary hub / 跨域樞紐 discovery infrastructure / 發現基礎設施 scholarly graph / 學術關聯圖譜 version bridge / 版本橋接器 跨域樞紐 · 發現基礎設施 · 學術關聯圖譜 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 1/4 · specialization 1/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Sexessexes | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Sexual and Reproductive Health Matterssexual-and-reproductive-health-matters | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Sexual Medicinesexual-medicine | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
Silva Fennicasilva-fennica | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
SocArXivsocarxiv | F2 frontier-exploratory / 前沿探索 | community hub / 社群前沿樞紐 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 社群前沿樞紐 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Social Science Open Access Repository (SSOAR)ssoar | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 version bridge / 版本橋接器 典藏骨架 · 版本橋接器 | academic rigor 2/4 · frontier velocity 3/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
SportRxivsportrxiv | F1 frontier-primary / 前沿主力 | clinical early warning / 臨床早期警報 frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 臨床早期警報 · 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
SSRNssrn | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 broad firehose / 高流量廣域來源 policy signal / 政策訊號站 version bridge / 版本橋接器 典藏骨架 · 高流量廣域來源 · 政策訊號站 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 2/4 · specialization 3/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
TechRxivtechrxiv | F1 frontier-primary / 前沿主力 | frontier scout / 前沿偵察兵 specialist hunter / 專門領域獵犬 前沿偵察兵 · 專門領域獵犬 | academic rigor 1/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 3/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
The Cryospherethe-cryosphere | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 3/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Theoretical Economicstheoretical-economics | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Transactions of the Association for Computational Linguistics (TACL)tacl | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Transactions on Machine Learning Research (TMLR)tmlr | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Trees, Forests and Peopletrees-forests-and-people | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Treesearchusda-forest-service-treesearch | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 典藏骨架 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 1/4 · oa reliability 2/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Unpaywallunpaywall | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 OA resolver / 合法 OA 版本定位器 version bridge / 版本橋接器 發現基礎設施 · 合法 OA 版本定位器 · 版本橋接器 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 1/4 · specialization 3/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
USGS Publications Warehouseusgs-publications-warehouse | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 典藏骨架 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 3/4 · version clarity 1/4 · oa reliability 2/4 · specialization 3/4 · noise risk 3/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Wellcome Open Researchwellcome-open-research | R2 strong-formal / 強正式來源 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 open peer review / 公開同儕審查 publish-review-curate / 先發表－再審查－再策展 review observatory / 審查觀測站 version bridge / 版本橋接器 高流量廣域來源 · 跨域樞紐 · 公開同儕審查 | academic rigor 2/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
WHO Guidelineswho-guidelines | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 evidence-synthesis anchor / 實證綜整錨點 guideline authority / 指引權威來源 發現基礎設施 · 實證綜整錨點 · 指引權威來源 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 2/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
WHO ICTRP Search Portalwho-ictrp | D1 discovery-infrastructure / 發現／查證基礎設施 | discovery infrastructure / 發現基礎設施 preregistration registry / 預註冊查證庫 trial registry / 臨床試驗註冊庫 version bridge / 版本橋接器 發現基礎設施 · 預註冊查證庫 · 臨床試驗註冊庫 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 3/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
WHO IRISwho-iris | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 guideline authority / 指引權威來源 version bridge / 版本橋接器 典藏骨架 · 指引權威來源 · 版本橋接器 | academic rigor 0/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 4/4 · specialization 3/4 · noise risk 2/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
WikiJournal Preprintswikijournal-preprints | F1 frontier-primary / 前沿主力 | broad firehose / 高流量廣域來源 cross-disciplinary hub / 跨域樞紐 frontier scout / 前沿偵察兵 version bridge / 版本橋接器 高流量廣域來源 · 跨域樞紐 · 前沿偵察兵 | academic rigor 2/4 · frontier velocity 4/4 · signal density 2/4 · machine readability 2/4 · version clarity 2/4 · oa reliability 4/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |
Women's Healthwomens-health-sage | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 正式證據錨點 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 3/4 · noise risk 1/4 | high evidence · checked 2026-08-17 · rules 0.2.2 |
World Bank Policy Research Working Papersworld-bank-prwp | F1 frontier-primary / 前沿主力 | archive backbone / 典藏骨架 frontier scout / 前沿偵察兵 policy signal / 政策訊號站 specialist hunter / 專門領域獵犬 典藏骨架 · 前沿偵察兵 · 政策訊號站 | academic rigor 1/4 · frontier velocity 4/4 · signal density 3/4 · machine readability 2/4 · version clarity 3/4 · oa reliability 4/4 · specialization 4/4 · noise risk 4/4 | high evidence · checked 2026-08-16 · rules 0.2.2 · override |
Yale Journal of Biology and Medicineyale-journal-biology-medicine | R1 formal-core / 正式核心 | formal anchor / 正式證據錨點 specialist hunter / 專門領域獵犬 正式證據錨點 · 專門領域獵犬 | academic rigor 4/4 · frontier velocity 2/4 · signal density 4/4 · machine readability 2/4 · version clarity 4/4 · oa reliability 4/4 · specialization 4/4 · noise risk 1/4 | medium evidence · checked 2026-08-16 · rules 0.2.2 |
Zenodozenodo | A1 archive-backbone / 典藏骨架 | archive backbone / 典藏骨架 cross-disciplinary hub / 跨域樞紐 version bridge / 版本橋接器 典藏骨架 · 跨域樞紐 · 版本橋接器 | academic rigor 2/4 · frontier velocity 1/4 · signal density 2/4 · machine readability 4/4 · version clarity 2/4 · oa reliability 2/4 · specialization 1/4 · noise risk 3/4 | high evidence · checked 2026-08-16 · rules 0.2.2 |