Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Journal of Innate Immunity:Gesa Albers, Melbourne, VIC, AustraliaIker Aramburu, Umea, SwedenJohn P. Atkinson, St. Louis, MO, USARory Baird, Dublin, IrelandAnnelie Brauner, Stockholm, SwedenJeremy Brown, London, UKAlison Carey, Brisbane, QLD, AustraliaWilliam Carson, Columbus, OH, USAMarco A. Cassatella, Verona, ItalyJean-Marc Cavaillon, Paris, FranceZissis Chroneos, Hershey, PA, USAMarguerite Clyne, Dublin, IrelandNicolas Cuburu, Bethesda, MD, USAGuilherme de Paula, Paraná, BrazilUlrich Dobrindt, Munich, GermanyHazel M. Dockrell, London, UKAnna Dziuba, Stockholm, SwedenArne Egesten, Lund, SwedenBernd Engelmann, Munich, GermanyScott Evans, Houston, TX, USAGuido Ferlazzo, Messina, ItalyChristine Gaboriaud, Villeurbanne, FranceFu Gao, New Haven, CT, USAJu Gao, Tucson, AZ, USAPeter Garred, Copenhagen, DenmarkDebananda Gogoi, Dublin, IrelandFernando Guimaraes, Brisbane, QLD, AustraliaRobert E. Guldberg, Eugene, OR, USAChristian Herr, Homburg, GermanyHideyo Hirai, Hachioji, JapanJaime Hook, New York, NY, USAAnne Hosmalin, Paris, FranceSalvador Iborra, Alcala de Henares, SpainKerstin Jurk, Mainz, GermanyKevin Kavanagh, Maynooth, UKScott Kobayashi, Hamilton, OH, USAPanagiotis Koufargyris, Athens, GreeceHongrui Li, Chapel Hill, NC, USALin Lin, Shanghai, ChinaGaurav Kumar Lohia, New York, NY, USAJolanta Lukasiewicz, Wroclaw, PolandDaichi Maeda, Kanazawa, JapanJohn K. McCormick, London, ON, CanadaPaola Migliorini, Pisa, ItalySonal Sekhar Miraj, Udupi, IndiaAshu Mohammad, Stanford, CA, USABrenda Morris, Dublin, IrelandAllan Mowat, Glasgow, UKPhilip Murphy, Bethesda, MD, USADmitry Namgaladze, Frankfurt, GermanyEoghan O’Neill, Dublin, IrelandMiguel A. Ortega, Alcalá de Henares, SpainJong-Hwan Park, Gwangju, Republic of KoreaClaire Pearson, Oxford, UKFilipe S. Pereira-Dutra, Rio de Janeiro, BrazilLucille Rankin, Melbourne, VIC, AustraliaLang Rao, Tianjin, ChinaThierry Roger, Lausanne, SwitzerlandUte Römling, Stockholm, SwedenJohn Charles Rotondo, Ferrara, ItalyTristram Ryan, Boston, MA, USABettina Schock, Belfast, UKDongyan Song, Houston, TX, USAWenchao Song, Philadelphia, PA, USAOle E. Sørensen, Lund, SwedenOlle Stendahl, Linköping, SwedenAtsushi Tabata, Tokushima, JapanRichard Unwin, Manchester, UKConstantin Felix Urban, Umeå, SwedenJudith Voynow, Richmond, VI, USARidhima Wadhwa, Newark, NJ, USAYinsheng Wan, Providence, RI, USAXi Wang, Boston, MA, USAYuedan Wang, Nanjing, ChinaWenjun Wang, Xian, ChinaTheresa L. Whiteside, Pittsburgh, PA, USAHong-Bo Xin, Nanchang, ChinaZhaoyu Xue, Grand Rapids, MI, USAAo Zhang, Shanghai, ChinaDekai Zhang, Texarkana, TX, USAChunfu Zheng, Calgary, AB, CanadaLi Zhou, Wuhan, China
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it