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 Medical Principles and Practice:Abanoub Riad, Brno, Czech RepublicAbayomi Akanji, Hamden, CT, USAAbdu Aldarhami, Mecca, Saudi ArabiaAbu Salim Mustafa, Jabriya, KuwaitAchim Jörres, Cologne, GermanyAdekunle Adekile, Ibadan, NigeriaAdrian Boström, Stockholm, SwedenAdrian Meule, Regensburg, GermanyAjith Sivadasan, Vellore, TN, IndiaAkira Mima, Osaka, JapanAleksandra Milosevic, Belgrade, SerbiaAlessandro Castorina, Sydney, NSW, AustraliaAloysius Nwabugo Maduforo, Calgary, AB, CanadaAlysa Pomer, Boston, MA, USAAna Elisa Valencise Quaglio, Botucatu, BrazilAnders Broström, Jönköping, SwedenAnil Ananthaneni, Shreveport, LA, USAAnna Vittoria Mattioli, Modena, ItalyAnn-Kristin Struckmeier, Hamburg, GermanyAntonio Tursi, Andria, ItalyAnup Kumar, Delhi, IndiaArjuna Ellepola, Jabriya, KuwaitArne Ballet, Antwerp, BelgiumAstrid Kamilla Stunes, Trondheim, NorwayAwadhesh Kumar Singh, Kolkata, WB, IndiaBalaraman Kalyanaraman, Wauwatosa, WI, USABarbara J. Zarowitz, Baltimore, MD, USABartłomiej Krzeczewski, Lodz, PolandBaydaa Alsannan, Jabriya, KuwaitBen Schöttker, Heidelberg, GermanyBirandra K. Sinha, Durham, NC, USACarlo Francesco Selmi, Milan, ItalyCarol-Ann Vasilevsky, Montreal, QC, CanadaCatia Olianti, Florence, ItalyCorry Gellatly, Leicester, UKCristián Rodríguez, Santiago, ChileDai Kishida, Matsumoto, JapanDaniel J. Beard, Oxford, UKDaniel Neill, Liverpool, UKDavid Drobne, Ljubljana, SloveniaDelvon Mattingly, Shelbyville, KY, USADimitris Tatsis, Katerini, GreeceDomenico Di Raimondo, Palermo, ItalyEdet Udo, Jabriya, KuwaitElizabeth Hickman, Leicester, UKEswarappa Pradeep Bulagonda, Puttaparthi, AP, IndiaFabio Fusi, Siena, Tuscany, ItalyFahmi Oscandar, Bandung, IndonesiaFarah Aziz, Abha, Saudi ArabiaFederico Sacchetti, Florence, ItalyFelicia Wang, Boston, MA, USAFermín García-Muñoz Rodrigo, Las Palmas, SpainFrances Plane, Edmonton, AB, CanadaFrancesco Angelucci, Prague, Czech RepublicFrancesco De Francesco, Ancona, ItalyFrancisco Solano, Madrid, SpainFrank Vajda, Melbourne, VIC, AustraliaGaetano Santulli, New York, NY, USAGianluca Bagnato, Messina, ItalyGiovanni Pasini, Rome, ItalyGirmay Desalegn, Addis Ababa, EthiopiaGiulia Vivaldi, London, UKGreta Mastrangelo, Toronto, ON, CanadaGuillem Esteve-Pardo, Alicante, SpainGustavo Vicentis de Oliveira Fernandes, Viseu, PortugalGyörgy Nagy, Budapest, HungaryHiraku Kokubu, Shiga, JapanHiroaki Arima, Nagasaki, JapanHironari Tamiya, Osaka, JapanHisayuki Komaki, Chiba, JapanIonut Negoi, Bucharest, RomaniaIsmail Mikdat Kabakus, Charleston, SC, USAIvan Krecak, Sibenik, CroatiaJan G. Jakobsson, Stockholm, SwedenJean-Antoine Ribeil, Cambridge, MA, USAJesse Bruijnesteijn, Rijswijk, The NetherlandsJorge Cervantes, El Paso, TX, USAKarel Marcel Allegaert, Leuven, BelgiumKarolina D. Witt, Oxford, UKKatarzyna Olczak, Lodz, PolandKatherine Ritchey, Seattle, WA, USAKenichiro Otsuka, Osaka, JapanKristian Brat, Brno, Czech RepublicLuigi Brunetti, Chieti, ItalyLuizmiguel Mendonça Soares Santiago, Coimbra, PortugalMaciej Zarębiński, Warsaw, PolandMagdalena Kostkiewicz, Krakow, PolandManfred James Müller, Schwentinental, GermanyManh-Toan Ho, Hanoi, VietnamManuel John Albert, Jabriya, KuwaitMarco Di Carlo, Ancona, ItalyMarek Nalos, Penrith, NSW, AustraliaMaribasappa Karched, Jabriya, KuwaitMarilena Trozzi, Rome, ItalyMárió Gajdács, Szeged, HungaryMarwan Mobader, Wroclaw, PolandMaryam Tabrizi, Las Vegas, NV, USAMax Petrov, Auckland, New ZealandMichal Peller, Warsaw, PolandMohamed A. Mostafa, Winston-Salem, NC, USAMuna Barakat, Amman, JordanMustafa Tosur, Houston, TX, USANaveen Poonai, Toronto, ON, CanadaNawab Ali, Little Rock, AR, USANazia Chaudhuri, Manchester, UKNicholas C. Friedman, Hines, IL, USAOlívia Barbosa, Évora, PortugalOscar Lorenzo, Madrid, SpainPal Pacher, Bethesda, MD, USAPanagiota Anyfanti, Thessaloniki, GreecePontis Alessandro, Nuoro, ItalyQuique Velasco Serna, Leuven, BelgiumRadka S. Stoyanova, Miami, FL, USARais A. Ahmad Ansari, Fort Lauderdale, FL, USARaja Rajalingam, San Francisco, CA, USARenjini Lalitha Kumari, London, ON, CanadaRuchi Saxena, New Delhi, IndiaSaifee Rashiq, Edmonton, AB, CanadaSander Kempenaers, Leuven, BelgiumSandip Basu, Mumbai, IndiaSantosh Kumar Tadakamadla, Bendigo, VIC, AustraliaSean N. Avedissian, Omaha, NE, USASemir Vranic, Doha, QatarSergio Davinelli, Campobasso, ItalyShimin Hu, Houston, TX, USAShiori Kitaya, Kanazawa, JapanSimon J. Howell, Leeds, UKSimona Saponara, Siena, Tuscany, ItalyStefan I. Liochev, Durham, NC, USAStefano Passanisi, Messina, ItalySubhradip Karmakar, New Delhi, IndiaSullafa Kadura, Rochester, NY, USASwapnil Prakash Doijad, Jena, GermanyTacio Lima, Niterói, Rio de Janeiro, BrazilThomas M. Barber, Oxon, UKTomo Svaguša, Zagreb, CroatiaTomoyuki Saino, Yahaba, Iwate, JapanTshokey Tshokey, Geelong, VIC, AustraliaTsvetoslav Georgiev, Varna, BulgariaVesna Miletic, Sydney, NSW, AustraliaVineet Kumar Rai, Bhubaneswar, Odisha, IndiaVojtěch Pavlík, Dolní Dobrouč, Czech RepublicWassim Chehadeh, Jabriya, KuwaitYunus Luqmani, London, UKZenon Pogorelic, Split, CroatiaZoltan H. Nemeth, Morristown, NJ, 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 | 0.193 | 0.647 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.021 | 0.006 |
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