Reading queue
Auto-generated from doc/provenance.ttl and paper/references.bib. Regenerated on every build; do not edit by hand.
Compact one-row-per-source table for verification triage. Per-source narrative blocks (bib note, full citation, claim labels) live in reading-queue-details.md.
State at the time of this build
- Sources in queue: 55
lit-retrieved(full text not yet fetched): 2ai-confirmed(abstract / agent-confirmed only): 52no-rung(graph-cleanliness defect): 1
Verdict roll-up (from reading-queue-verdicts.md): 0 advance, 0 hold, 0 retire, 55 pending.
How to read the table. Sources are ranked by the number of dependent fair2r:Claim entries that cite them. Open gives a one-click link (DOI, arXiv, or publisher URL). Rung is the verification state in doc/provenance.ttl. Questions to verify lists, one per dependent claim, the question the author must answer on full reading. Verdict is read from reading-queue-verdicts.md — edit that file (one line per source: bibkey: <advance|hold|retire|pending> — note) to record the answer; the table regenerates on the next build of scripts/build_reading_queue.py. A source with a verdict of advance is cleared to move to verif:lit-read in doc/provenance.ttl.
| # | Source | Year | Open | Rung | Claims | Questions to verify | Verdict |
|---|---|---|---|---|---|---|---|
| 1 | Ashburner et al. ashburner2000go |
2000 | link | ai-confirmed |
2 | bioinformatics-precedent: does the source support — Bioinformatics standardised semantic tagging (Gene Ontology and successors) under data-…?future-research-infrastructure: does the source support — *Future re… |
(pending) |
| 2 | Magesh et al. magesh2024legal |
2024 | — | ai-confirmed |
2 | practice-disclosure: does the source support — Base-rate-anchored AI disclosure: disclosure is anchored to numeric base rates for the…?base-rates-distinct: does the source support — *Walters & Wilder report 55… |
(pending) |
| 3 | Walters et al. walters2023fabrication |
2023 | link | ai-confirmed |
2 | practice-disclosure: does the source support — Base-rate-anchored AI disclosure: disclosure is anchored to numeric base rates for the…?base-rates-distinct: does the source support — *Walters & Wilder report 55… |
(pending) |
| 4 | ACL Rolling Review aclrr_llm_policy |
2024 | link | ai-confirmed |
1 | reviewer-side-ai-policies: does the source support — Major ML venues (NeurIPS, ICLR, ACL Rolling Review) have published explicit author-and-…? |
(pending) |
| 5 | Benjelloun et al. benjelloun2024croissant |
2024 | link | ai-confirmed |
1 | croissant-not-overlap: does the source support — Croissant occupies the dataset-metadata slot? |
(pending) |
| 6 | Clarke et al. clarke2009modelchecking |
2009 | link | ai-confirmed |
1 | formal-methods-cousin: does the source support — F(AI)^2R is structurally a cousin of model checking and theorem proving: each fair2r:Cl…? |
(pending) |
| 7 | Conroy conroy2023sleuths |
2023 | link | ai-confirmed |
1 | journal-as-distribution-in-decline: does the source support — Traditional publishing is under stress? |
(pending) |
| 8 | Curdt et al. curdt2025hmc |
2025 | link | ai-confirmed |
1 | future-research-infrastructure: does the source support — Future research success may depend less on the solitary craft of a single manuscript an…? |
(pending) |
| 9 | Eisen et al. eisen2018preprints |
2020 | link | ai-confirmed |
1 | journal-as-distribution-in-decline: does the source support — Traditional publishing is under stress? |
(pending) |
| 10 | Else else2023chatgpt |
2023 | link | ai-confirmed |
1 | ai-rise-motivation: does the source support — The rising fraction of LLM-modified prose in scholarly venues makes a discipline of aut…? |
(pending) |
| 11 | ICLR iclr_llm_policy |
2024 | link | lit-retrieved |
1 | reviewer-side-ai-policies: does the source support — Major ML venues (NeurIPS, ICLR, ACL Rolling Review) have published explicit author-and-…? |
(pending) |
| 12 | International Committee of Medical Journal Editors icmje2023 |
2023 | link | ai-confirmed |
1 | practice-legal: does the source support — Legal honesty about authorship: AI is acknowledged but not an author? |
(pending) |
| 13 | Ioannidis ioannidis2005 |
2005 | link | ai-confirmed |
1 | reproducibility-baseline-poor: does the source support — The LLM-assisted writing failure modes sit on top of a reproducibility baseline that is…? |
(pending) |
| 14 | Janowicz et al. janowicz2019sosa |
2019 | link | ai-confirmed |
1 | domain-ontologies-extension: does the source support — Domain ontologies (SOSA / SSN for sensor data, OM-2 / QUDT for units of measure) plug i…? |
(pending) |
| 15 | Klein et al. klein2009sel4 |
2009 | link | ai-confirmed |
1 | formal-methods-cousin: does the source support — F(AI)^2R is structurally a cousin of model checking and theorem proving: each fair2r:Cl…? |
(pending) |
| 16 | Kobak et al. kobak2024delving |
2024 | link | ai-confirmed |
1 | ai-rise-motivation: does the source support — The rising fraction of LLM-modified prose in scholarly venues makes a discipline of aut…? |
(pending) |
| 17 | Liang et al. liang2024mapping |
2024 | link | ai-confirmed |
1 | ai-rise-motivation: does the source support — The rising fraction of LLM-modified prose in scholarly venues makes a discipline of aut…? |
(pending) |
| 18 | Liu et al. liu2026ara |
2026 | link | ai-confirmed |
1 | ara-maximalist-alternative: does the source support — F(AI)²R declines Ara's bargain: narrative manuscript stays primary? |
(pending) |
| 19 | NeurIPS neurips_llm_policy |
2024 | link | lit-retrieved |
1 | reviewer-side-ai-policies: does the source support — Major ML venues (NeurIPS, ICLR, ACL Rolling Review) have published explicit author-and-…? |
(pending) |
| 20 | OECD oecd2023aiscience |
2023 | link | ai-confirmed |
1 | equity-not-neutral: does the source support — Research groups without access to frontier models cannot apply F(AI)^2R at the same eff…? |
(pending) |
| 21 | Pineau et al. pineau2021reproducibility |
2021 | link | ai-confirmed |
1 | reproducibility-baseline-poor: does the source support — The LLM-assisted writing failure modes sit on top of a reproducibility baseline that is…? |
(pending) |
| 22 | QUDT.org qudt |
2024 | link | ai-confirmed |
1 | domain-ontologies-extension: does the source support — Domain ontologies (SOSA / SSN for sensor data, OM-2 / QUDT for units of measure) plug i…? |
(pending) |
| 23 | Rijgersberg et al. rijgersberg2013om |
2013 | link | ai-confirmed |
1 | domain-ontologies-extension: does the source support — Domain ontologies (SOSA / SSN for sensor data, OM-2 / QUDT for units of measure) plug i…? |
(pending) |
| 24 | Stankorb et al. shafer2014xennials |
2014 | link | ai-confirmed |
1 | senior-researcher-bridge: does the source support — Senior researchers — analogous to the Xennial bridge generation — carry a responsib…? |
(pending) |
| 25 | Tennant et al. tennant2016open |
2016 | link | ai-confirmed |
1 | journal-as-distribution-in-decline: does the source support — Traditional publishing is under stress? |
(pending) |
| 26 | Van Noorden et al. vannoorden2023chatgpt |
2023 | link | ai-confirmed |
1 | ai-rise-motivation: does the source support — The rising fraction of LLM-modified prose in scholarly venues makes a discipline of aut…? |
(pending) |
| 27 | Wilkinson et al. wilkinson2016fair |
2016 | link | ai-confirmed |
1 | practice-fair-precondition: does the source support — FAIR alignment as precondition: do not retrofit FAIR? |
(pending) |
| 28 | Alemohammad et al. alemohammad2023mad |
2023 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 29 | Anderson et al. anderson2024homogenization |
2024 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 30 | Bender et al. bender2021stochastic |
2021 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 31 | Birhane et al. birhane2022values |
2022 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 32 | Chen et al. chen2023drift |
2023 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 33 | Chue Hong et al. chuehong2022fair4rs |
2022 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 34 | Clark et al. clark1998extended |
1998 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 35 | Clark clark2025extending |
2025 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 36 | Gebru et al. gebru2021datasheets |
2021 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 37 | Guyatt et al. guyatt2008grade |
2008 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 38 | Hutchins hutchins1995cognition |
1995 | — | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 39 | Kuteeva et al. kuteeva2024diversity |
2024 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 40 | Li et al. li2023thirsty |
2023 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 41 | Liu et al. liu2023prompt |
2023 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 42 | Luccioni et al. luccioni2024power |
2024 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 43 | Mitchell et al. mitchell2019modelcards |
2019 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 44 | Page et al. page2021prisma |
2021 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 45 | Patterson et al. patterson2021carbon |
2021 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 46 | Castro et al. ravi2024fair4ml |
2024 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 47 | Reynolds et al. reynolds2021prompt |
2021 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 48 | Sadasivan et al. sadasivan2023reliably |
2023 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 49 | Schmitt et al. schmitt2020nfdi4ing |
2020 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 50 | Shumailov et al. shumailov2024collapse |
2024 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 51 | Strubell et al. strubell2019energy |
2019 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 52 | Thorp thorp2023chatgpt |
2023 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 53 | Bundesministerium der Justiz urhg2 |
1965 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 54 | U.S. Copyright Office usco2023ai |
2023 | link | ai-confirmed |
0 | (retire / wire-up question) | (pending) |
| 55 | W3C w3c2013provo |
2013 | link | no-rung |
0 | (retire / wire-up question) | (pending) |
Reading the rung column
lit-retrieved— full text fetched, not yet read in full.ai-confirmed— an AI agent has confirmed the source supports the claim from its abstract or front matter; the human author has not yet read the full text. This is a provisional state and does not satisfy the methodology before submission.no-rung— graph-cleanliness defect; the source entity has nofair2r:verificationState. Fix by adding one indoc/provenance.ttl.
What "reading" means here
Per the verification ladder, advancing from lit-retrieved or ai-confirmed to lit-read requires that the human author has read the source itself, not just the abstract, and has confirmed both that it supports the claim and that the inference from source to claim is sound.
If a source is paywalled and institutional access is required, see doc/sources-needing-institutional-access.md (create if necessary) per agents/source-analyzer.md.
If a source turns out to be unsupportive on full reading, the verification rung does not advance — instead, the source is removed from prov:wasDerivedFrom and replaced; the bib entry stays for historical accuracy.