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 Acta Cytologica:Sana Ahuja, New Delhi, IndiaMaria Ambrosio, Siena, ItalyStavros K. Archondakis, Athens, GreeceZubair W. Baloch, Philadelphia, PA, USAGüliz A. Barkan, Westmont, IL, USAClaudio Bellevicine, Naples, ItalyMaria C. Bicho, Lisbon, PortugalAlfred H. Böcking, Berlin, GermanyBeata Bode-Lesniewska, Luzern, SwitzerlandLidiya Bolgova, Kyiv, UkraineChristine N. Booth, Cleveland, OH, USAClaire Bourgain, Leuven, BelgiumMariarita Calaminici, London, UKSevero Campione, Naples, ItalyIndranil Chakrabarti, Kalyani, IndiaAshish Chandra, London, UKNikolaos Chantziantoniou, Richmond Hill, ON, CanadaJai K. Chaurasia, Bhopal, IndiaChien-Chin Chen, Chiayi City, TaiwanLan Chen, Beijing, ChinaObinna Chijioke, Basel, SwitzerlandYosep Chong, Seoul, South KoreaNilotpal Chowdhury, Rishikesh, IndiaRubina S. Cocker, Greenvale, NY, USALuiz M. Collaco, Curitiba, BrazilImmacolata Cozzolino, Naples, ItalyStefano F. Crinò, Verona, ItalyPeter Dalquen, Basel, SwitzerlandBen Davidson, Oslo, NorwayWillem B. de Boer, Nedlands, WA, AustraliaPranab Dey, Mūllānpur, IndiaRoberto Dina, London, UKJeanne M. D'Souza, Manipal, IndiaJaroslava Dusková, Prague, CzechiaMarianne Engels, Cologne, GermanyOzgur C. Eren, New York, NY, USASimone M. Evaristo, Rio de Janeiro, BrazilAmbrogio Fassina, Padova, ItalyRenato Franco, Naples, ItalyFranco Fulciniti, Breganzona, SwitzerlandPaolo Gattuso, Chicago, IL, USARene Gerhard, Dudelange, LuxembourgDebasis Gochhait, Puducherry, IndiaLuani R. Godoy, Montreal, QC, CanadaDaniel Gomes Pinto, Almada, PortugalIgor C. Guedes, Porto Alegre, BrazilLakshmi Harinath, Pittsburgh, PA, USAThais Heinke, São Paulo, BrazilEkkehard Hewer, Lausanne, SwitzerlandJonas J. Heymann, New York, NY, USAYuichi Kinoshita, Moriguchi, JapanJerzy Klijanienko, Paris, FranceBryan Knight, Birtinya, QLD, AustraliaTadao K. Kobayashi, Ohtsu, JapanSavitri Krishnamurthy, Houston, TX, USALeena A. Krogerus, Helsingfors, FinlandNeeta Kumar, New Delhi, IndiaJoshua Li, Hong Kong, Hong KongZaibo Li, Columbus, OH, USASamia Liaquat, Toronto, ON, CanadaXiaoqi Lin, Chicago, IL, USARita Luis, Lisbon, PortugalElisabetta Maffei, Salerno, ItalyZahra Maleki, Baltimore, MD, USAEwen D. McAlpine, Parktown, South AfricaOzgur Mete, Toronto, ON, CanadaPamela Michelow, Johannesburg, South AfricaMaral Mokhtari, Shiraz, IranSara E. Monaco, Danville, VA, USAMaria Nasioutziki, Thessaloniki, GreeceAziza Nassar, Jacksonville, FL, USAJitendra S. Nigam, Bībīnagar, IndiaChristopher O’Conor, Nashville, TN, USABinnur Önal, Ataşehir, TurkeyShweta Pai, London, UKLiron Pantanowitz, Ann Arbor, MI, USAMauro Papotti, Turin, ItalyManoj K. Patro, Brahmapur, IndiaÁlvaro Pinto, Curitiba, BrazilSilvia Rabelo-Santos, Goiania, BrazilIbrahim Ramzy, Irvine, CA, USARubina Razack, Cape Town, South AfricaShuyue Ren, Camden, NJ, USAErika F. Rodriguez, Los Angeles, CA, USAManish Rohilla, Chandigarh, IndiaRúben R. Roque, Lisbon, PortugalEsther D. Rossi, Rome, ItalyAnadi Roy Chowdhury, Berhampore, IndiaSinchita Roy-Chowdhuri, Houston, TX, USAHan S. Ryu, Seoul, South KoreaYukitoshi Satoh, Kanagawa, JapanTorill Sauer, Lørenskog, NorwayPawel T. Schubert, Cape Town, South AfricaJoerg Schwock, Toronto, ON, CanadaIrena Seili-Bekafigo, Rijeka, CroatiaPavneet K. Selhi, Ludhiana, IndiaIrina P. Shabalova, Moscow, RussiaMomin T. Siddiqui, New York, NY, USAJan F. Silverman, Chapel Hill, NC, USAPuja Singh, Sagar, IndiaIrena Srebotnik Kirbis, Ljubljana, SloveniaRadhika Srinivasan, Chandigarh, IndiaPhilippe Stephenson, Montreal, QC, CanadaKaitlin Sundling, Tempe, AZ, USAEszter Szekely, Budapest, HungaryEdneia Tani, Stockholm, SwedenEsperanza Teuzabá Torres, Bogota, ColombiaMichael J. Thrall, Houston, TX, USAYouley Tjendra, Miami, FL, USASantosh Tummidi, Kalyani, IndiaLouis Vaickus, Hanover, NH, USALaszlo Vass, Budapest, HungaryDanijela Vrdoljak-Mozetic, Rijeka, CroatiaHuiying Wang, Nashville, TN, USAShuanzeng Wei, Philadelphia, PA, USAGuang-Ping Wu, Shenyang, ChinaJosé C.C. Xavier-Junior, Araçatuba, BrazilJack Yang, Charleston, SC, USARowen T. Yolo, Manila, PhilippinesJay Zeck, Washington, DC, USA
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 | 0.000 | 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) | 0.000 | 0.000 |
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