Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Respiration:Hesham Atef Abdel, Cairo, EgyptMustafa Abdo, Heilberg, GermanyDavid Abia-Trujillo, Jacksonville, FL, USAO.W. Akkerman, Groningen, The NetherlandsBernardino Alcazar, Granada, SpainBeatrice Andrenacci, Milan, ItalyMarco Anile, Rome, ItalyFumihiro Asano, Gifu, JapanJohn-David Aubert, Lausanne, SwitzerlandGordon Audley, Parow, South AfricaNariae Baik-Schneditz, Graz, AustriaSébastien S.B. Bailly, Grenoble, FranceGuntug Batihan, Çanakkale, TurkeySalvatore Battaglia, Palermo, ItalyFlorent Baty, St. Gallen, SwitzerlandTorsten Bauer, Berlin, GermanyHeinrich D. Becker, Heidelberg, GermanyChristina Bellinger, Winston-Salem, NC, USANicol Bernardinello, Padua, ItalyWolfgang Bernhard, Tübingen, GermanyRahul Bhatnagar, Bristol, UKSurinder S. Birring, London, UKUffe Bodtger, Naestved, DenmarkFrancesco Bonella, Essen, GermanyMartina Bonifazi, Ancona, ItalyWatchara Boonsawat, Khon Kaen, ThailandMaribel Botana-Rial, Vigo, SpainIzolde Bouloukaki, Heraklion, GreeceThomas Theo Brehm, Hamburg, GermanyRowland Bright-Thomas, Manchester, UKJudith Maria Brock, Heidelberg, GermanyAndrey Budnevsky, Voronezh, RussiaSara Buttery, London, UKGaetano Caramori, Parma, ItalyRory Chan, Dundee, UKDumitru Chesov, Chisinau, MoldovaHayoung Choi, Chuncheon, Republic of KoreaGregory Clark, La Chaux-de-Fonds, SwitzerlandAndrea Claudio Comel, Peschiera del Garda, ItalyPaola Confalonieri, Trieste, ItalyLorenzo Corbetta, Florence, ItalyNadia Corcione, Naples, ItalyAlexandru Corlateanu, Chisinau, MoldovaGerard J. Criner, Temple, TX, USAJohannes Marlene Andreas Daniels, Amsterdam, The NetherlandsKaid Darwiche, Essen, GermanyRebecca D’Cruz, London, UKNico De Crem, Leuven, BelgiumFrans de Jongh, Amsterdam, The NetherlandsGaëtan Deslée, Reims, FranceSahajal Dhooria, Chandigarh, IndiaMaurizio Dottorini, Perugia, ItalyMarieke Leontine Duiverman, Groningen, The NetherlandsRalf Eberhardt, Hamburg, GermanyBenjamin Egenlauf, Heidelberg, GermanyThomas Egenod, Limoges, FranceChristina A. Eichstaedt, Heidelberg, GermanyHuseyin Elbi, Manisa, TurkeyPhilip Emmanouil, Athens, GreeceStephanie Everaerts, Leuven, BelgiumClaude S. Farah, Sydney, NSW, AustraliaNuno Faria, Porto, PortugalFrederico Fernandes, Sao Paulo, BrazilS.A. Lukasewicz Ferreira, Porto Alegre, BrazilDavid I. Fielding, Brisbane, QLD, AustraliaKatrine Fjællegaard, Køge, DenmarkJavier Flandes, Madrid, SpainKrisstopher Richard Flores, Rome, ItalyAlessandro Fois, Sassari, ItalyMarc Fortin, Quebec, QC, CanadaEvangelia Fouka, Athens, GreeceThomas Frauenfelder, Zurich, SwitzerlandThomas Gaisl, Zurich, SwitzerlandMiquel Gallego Diaz, Sabadell, SpainSimone Gambazza, Milan, ItalyMonika Gappa, Dusseldorf, GermanyJustin L. Garner, London, UKEveline C.F. Gerretsen, Maastricht, The NetherlandsWolfgang Johannes Gesierich, Gauting, GermanyAndre Gie, Cape Town, South AfricaPieter-Jan Gijs, Lausanne, SwitzerlandRainer Gloeckl, Schönau am Königssee, GermanyLaura Gochicoa-Rangel, Ciudad de México, MexicoDaniela Gompelmann, Vienna, AustriaCatherine Greene, Dublin, IrelandNeil Greening, Leicester, UKJuliana Guarize, Milan, ItalyAskin Guelsen, Düsseldorf, GermanyNicolas Guibert, Toulouse, FranceGunar Günther, Bern, SwitzerlandLars Hagmeyer, Solingen, GermanyRobert J. Hallifax, Oxford, UKSimon Hart, Hull, UKWolfgang Hohenforst-Schmidt, Lüdenscheid, GermanyZhe Hui Hoo, Sheffield, UKKatrin E. Hostettler, Basel, SwitzerlandSabah Ahmed Hussein, Cairo, EgyptBryan C. Husta, Jacksonville, FL, USAElvis M. Irusen, Cape Town, South AfricaMegan Irvine, Detroit, MI, USAYuhei Ito, Fukushima, JapanWim Janssens, Leuven, BelgiumTheodoros Karampitsakos, Tampa, FL, USAWerner L. Karrer, Crans-Montana, SwitzerlandUmut Sabri Kasapoglu, Istanbul, TurkeySamuel V. Kemp, Nottingham, UKMarcus P. Kennedy, Cork, IrelandRyan M. Kern, Rochester, MN, USARomain Kessler, Strasbourg, FranceThomas Köhnlein, Teuchern, GermanyPhilip Konietzke, Heidelberg, GermanyT. David Koster, Groningen, The NetherlandsKonstantinos Kostikas, Ioannina, GreeceParvaiz A. Koul, Srinagar, IndiaRafał Krenke, Warsaw, PolandGanesh Krishna, Palo Alto, CA, USAFiona Kritzinger, Toronto, ON, CanadaSissel Kronborg-White, Aarhus, DenmarkElif Kupeli, Ankara, TurkeyNakwon Kwak, Seoul, Republic of KoreaStefania La Grutta, Rome, ItalySamy Lachkar, Rouen, FranceKelvin Lau, London, UKBenoit Lechartier, Lausanne, SwitzerlandPyng Lee, Singapore, SingaporeRobert J. Lentz, Nashville, TN, USAMona Lichtblau, Zurich, SwitzerlandLothar Lilge, Toronto, ON, CanadaNatalie Lorent, Leuven, BelgiumElize Louw, Cape Town, South AfricaFabrizio Luppi, Monza, ItalyJason Macartney, Toronto, ON, CanadaVictoria Macbean, Uxbridge, UKMicha Maeder, St. Gallen, SwitzerlandMaria Majori, Parma, ItalyDaniel Sebastian Majorski, Cologne, GermanyMario Malerba, Novara, ItalyThomas Lucien Aimé Malfait, Ghent, BelgiumEffrosyni D. Manali, Chaidari, GreeceMiguel Ángel Martínez-García, Valencia, SpainTakeshi Matsumoto, Osaka, JapanRavindra Mehta, Chennai, IndiaLaura Mendoza, Santiago, ChileNaveed Mohamoud Merali, Nairobi, KenyaKatrin Milger, Munich, GermanyKatrin Milger-Kneidinger, Graz, AustriaAnant Mohan, New Delhi, IndiaSubhabrata Moitra, Ahmedabad, IndiaMichele Mondoni, Milan, ItalyM Saadiq Moolla, Parow, South AfricaJulian Müller, Zurich, SwitzerlandOxana Munteanu, Chisinau, MoldovaSanjeevan Muruganandan, Epping, VIC, AustraliaJatin G. Nagar, Ahmedabad, IndiaMiriam Nido, Olten, SwitzerlandP. Nydahl, Kiel, GermanyYeon-Mok Oh, Seoul, Republic of KoreaShinichiro Ohshimo, Kyoto, JapanMasahide Oki, Nagoya, JapanSammy Onyancha, Frankfurt am Main, GermanyJosuel Ora, Rome, ItalyChristopher Orton, London, UKPanagiotis Panagou, Athens, GreeceRakesh K. Panchal, Leicester, UKOurania Papaioannou, Ρίο, GreeceAndreas Arnholdt Pedersen, Odense, DenmarkOle Skouvig Pedersen, Aarhus, DenmarkCorrado Pelaia, Catanzaro, ItalyThomas Penzel, Berlin, GermanySivan Haia Perl, Beer Yaakov, IsraelDiego Peroni, Pisa, ItalyAldo Pezzuto, Rome, ItalyGiorgio Piacentini, Verona, ItalySara Piciucchi, Forlì, ItalySuchitra Pilli, Scottsdale, AZ, USARein Posthuma, Maastricht, The NetherlandsMarijke Proesmans, Leuven, BelgiumMatiram Pun, Calgary, AB, CanadaGerrard F. Rafferty, London, UKRichard Raine, Cape Town, South AfricaCarla Ribeiro, Vila Nova de Gaia, PortugalAntenor Rodrigues, Toronto, ON, CanadaAles Rozman, Ljubljana, SloveniaNunurai Ruswa, Windhoek, NamibiaTina Saeidi, Toronto, ON, CanadaAtsushi Sano, Tokyo, JapanStéphanie Saxer, Zurich, SwitzerlandBernd Schönhofer, Hannover, GermanyManuel Schuster, Winterthur, SwitzerlandNicolaus Schwerk, Hannover, GermanyJane Alexandra Shaw, Stellenboch, South AfricaCalvin Sidhu, Nedlands, WA, AustraliaNoriane Andrina Sievi, Zurich, SwitzerlandGuilherme Silva, Fortaleza, BrazilSuveer Singh, London, UKPaolo Solidoro, Turin, ItalyMartijn A. Spruit, Horn, The NetherlandsVanessa Stadlbauer-Koellner, Graz, AustriaSarah Bettina Stanzel, Cologne, GermanyDaniel P. Steinfort, Parkville, VIC, AustraliaKoichiro Sugimura, Narita, JapanSivagurunathan Sutharsan, Essen, GermanyHui-leng Tan, London, UKDaisuke Taniguchi, Nagasaki, JapanMeimei Tao, Beijing, ChinaOlivier Taton, Brussels, BelgiumElse A.M.D. Ter Haar, Groningen, The NetherlandsAnna Titz, Zurich, SwitzerlandIoannis Tomos, Athens, GreeceDimitrios Toumpanakis, Athens, GreeceDaniel Trachsel, Basel, SwitzerlandLetizia Traversi, Varese, ItalyFrederik Trinkmann, Heidelberg, GermanyRocco Trisolini, Rome, ItalyKovid Trivedi, Berkeley, MI, USAOlga Truba, Warsaw, PolandTorib Uchel, Richmond, VA, USAMarlies van Dijk, Groningen, The NetherlandsJeroen van Doorn, Nijmegen, The NetherlandsAndreas W.A. van Egmond-Froehlich, Vienna, AustriaLizelle van Wyk, Cape Town, South AfricaAnca Vasiliu, Houston, TX, USAJean-Michel Vergnon, St. Etienne, FranceGiovanni Viegi, Pisa, ItalyMichele Vitacca, Lumezzane, ItalyPatrizio Vitulo, Palermo, ItalyMomen M. Wahidi, Chicago, IL, USAElliot Wakeam, Toronto, ON, CanadaSteven Walker, Bristol, UKStephan Walterspacher, Constance, GermanyBingbing Wang, Shanghai, ChinaSatoshi Watanabe, Ishikawa, JapanJorrit B.A. Welling, Groningen, The NetherlandsSheila M. Wilhelm, Detroit, MI, USAHeinrike Wilkens, Hombourg, GermanyHendrik Joost Wisselink, Groningen, The NetherlandsMaximilian Wollsching-Strobel, Cologne, GermanyYang Xia, Haifangcun, ChinaWeihua Xu, Hangzhou, ChinaLinrui Xu, Chengdu, ChinaStephanie T. Yerkovich, Brisbane, QLD, AustraliaEunhee Yi, Rochester, MN, USAKherabi Yousra, Paris, FranceMarco Zampoli, Cape Town, South AfricaHaixia Zhou, Chengdu, ChinaZaid Zoumot, Abu Dhabi, UAE
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How this classification was reachedexpand
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 | 0.000 |
| 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 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".