Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Psychopathology:Adriana Alcaraz-Sanchez, Antwerp, BelgiumLydia Amir, Medford, MA, USASteffen Aschenbrenner, Karlsbad, GermanyAnna Babl, Leiden, The NetherlandsSilke Bachmann, Geneva, SwitzerlandMatthias Backenstrass, Heidelberg, GermanyElis Bartečků, Brbo, Czech RepublicPrisca Bauer, Freiburg, GermanyDonna S. Bender, Ann Arbor, MI, USAMark Blagrove, Swansea, UKJan Dirk Blom, Den Haag, The NetherlandsAlexa Bonacquisti, Philadelphia, PA, USAGiuseppe Alessio Carbone, Turin, ItalyEtzel Cardeña, Lund, SwedenJan Ceklarz, Krakow, PolandIon Copoeru, Cluj-Napoca, RomaniaNathalie Dieujuste, Denver, CO, USAGiancarlo DiMaggio, Rome, ItalyRoy Dings, Nijmegen, The NetherlandsThomas Dozier, Livermore, CA, USADavid Eberle, Zurich, SwitzerlandGabriele Ende, Mannheim, GermanyCecilia Maria Esposito, Pavia, ItalyJon-Inaki Etxeandia-Pradera, Valencia, SpainFrancesca Ferroni, Parma, ItalyJasper Feyaerts, Ghent, BelgiumMaria Luísa Figueira, Lisbon, PortugalPeter Fonagy, London, UKEduardo Fonseca-Pedrero, Logroño, SpainMelanie Formica, Melbourne, VIC, AustraliaZumrut Gedik, Izmir, TurkeyElbert Geuze, Utrecht, The NetherlandsRebecca Gilbertson, Duluth, MN, USALena Gmelch, Erlangen, GermanyRossetos Gournellis, Athens, GreeceJonathan Green, Manchester, UKTill Grohmann, Leuven, BelgiumStephanie M. Hare, College Park, MD, USAKenji Hashimoto, Chiba, JapanRoland Hasler, Geneva, SwitzerlandRainer Hellweg, Berlin, GermanyMads Gram Henriksen, Copenhagen, DenmarkMorten Hesse, Copenhagen, DenmarkCharlotte E. Hilberdink, New York, NY, USARichard Howard, Nottingham, UKYuanlong Hu, Jinan, ChinaAhmed S. Huda, Ashton-under-Lyne, UKElizabeth Huxley, Wollongong NSW, AustraliaMichael E. Hyland, Plymouth, UKMartin Jones, Adelaide, SA, AustraliaGeorg Juckel, Bochum, GermanySujita Kumar Kar, Lucknow, IndiaLinnea Karlsson, Turku, FinlandJared W. Keeley, Richmond, VA, USARyan Kemp, London, UKKossi B. Kounou, Toulouse, FranceAnn M. Kring, Berkeley, CA, USAChrista Krüger, Pretoria, South AfricaChantal Lau, Houston, TX, USAMatthew S. Lebowitz, New York, NY, USAFranziska Lechner-Meichsner, Utrecht, The NetherlandsLisa R. Lilenfeld, Washington, DC, USAStefanie Lis, Mannheim, GermanyFrancesca Locati, Pavia, ItalyJavier-David Lopez-Morinigo, Madrid, SpainEly Marceau, Wollongong NSW, AustraliaJames McKay, Philadelphia, PA, USAKevin B. Meehan, Brooklyn, NY, USAGuilherme Messas, São Paulo, BrazilSelene Mezzalira, Potenza, ItalyGiovanni Mirabella, Brescia, ItalyJasmine Modasi, New York, NY, USASteffen Moritz, Hamburg, GermanyAndrew Moskowitz, Alexandria, VA, USAArmida Mucci, Caserta, ItalyAstrid Müller, Hannover, GermanyInga Niedtfeld, Mannheim, GermanyKristopher Nielsen, Wellington, New ZealandYoshihiro Noda, Tokyo, JapanJulie Nordgaard, Roskilde, DenmarkSaima Noreen, Leicester, UKMaria Orphanidou, Nicosia, CyprusMarie-Luise Otte, Heidelberg, GermanyFemi Oyebode, Birmingham, UKCatherine E. Paquette, Chapel, NC, USASohee Park, Nashville, TN, USABruno Pedraz-Petrozzi, Mannheim, GermanyJulie Peterson, Logan, UT, USAElizabeth Pienkos, Pittsburgh, PA, USAAaron L. Pincus, University Park, PA, USAMichele Poletti, Reggio Emilia, ItalyEmanuele Preti, Milan, ItalyMichael Proeve, Adelaide, SA, AustraliaAndrea Raballo, Perugia, ItalyAri Alex Ramos, São Paulo, BrazilAndreas Rosen Rasmussen, Copenhagen, DenmarkAnna Christina Rauen, Fribourg, SwitzerlandWilliam T. Regenold, Bethesda, MD, USATimothy D. Ritchie, Chicago, IL, USAMatthew A. Robinson, Boston, MA, USAEline Borger Rognli, Oslo, NorwayYasodha Maheshi Rohanachandra, Traralgon, AustraliaCaroline Rometsch, Florence, ItalyNicholas A. Ruiz, Philadelphia, PA, USAOlivia Sagan, Edinburgh, UKTakamichi Sakurai, Frankfurt, GermanyGianluca Santoro, Parma, ItalyMichael Saraga, Lausanne, SwitzerlandLouis Sass, Piscataway, NJ, USAJann E. Schlimme, Hannover, GermanyPhilipp Schmidt, Würzburg, GermanyMaximilian Schochow, Gera, GermanyGeorg Schomerus, Leipzig, GermanyAnna Schultz, Graz, AustriaPhiline Senf-Beckenbach, Berlin, GermanyJai L. Shah, Montreal, QC, CanadaBorut Skodlar, Ljubljana, SloveniaTimo Slotta, Cologne, GermanyCarsten Spitzer, Rostock, GermanyMattias Strand, Stockhom, SwedenSamuel Thoma, Berlin, GermanyTim van de Grift, Amsterdam, The NetherlandsAlessandra Vergallito, Milan, ItalyMartin G. Vestergaard, Copenhagen, DenmarkUmberto Volpe, Ancona, ItalyMartin Voss, Berlin, GermanyMaria Lurenda Westergaard, Ballerup, DenmarkEdward C. Wright, Boston, MA, USAWei Zheng, Guangzhou, ChinaHana Zickgraf, Oconomowoc, WI, USA
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.021 | 0.226 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.008 | 0.004 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.018 | 0.011 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.311 | 0.196 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".