Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Psychopathology:June Andrews Horowitz, North Dartmouth, MA, USALudovica Aquili, Padua, ItalyArnoud R. Arntz, Amsterdam, The NetherlandsAli Bahari, Tehran, IranJ.M. Barnby, London, UKGabriel Engel Becher, Sao Paulo, BrazilKristin Bernard, Stony Brook, NY, USAValeria Bizzari, Leuven, BelgiumJuan Diego Bogotá, Jyväskylä, FinlandAlexa Bonacquisti, Philadelphia, PA, USAPavan Brar, Torrance, CA, USAEleanor Byrne, Nottingham, UKMichel Cermolacce, Marseilles, FranceSimone Cheli, Rome, ItalyDaniel Collerton, Newcastle, UKHenry R. Cowan, East Lansing, MI, USAKarin Dannecker, Berlin, GermanyAlexander Daros, Windsor, ON, CanadaKim de Jong, Leiden, The NetherlandsMarco Di Sarno, Milan, ItalyGiancarlo Dimaggio, Rome, ItalySigne Düring, Copenhagen, DenmarkÖmer Erdoğan, Kastamonu, TurkeyCecilia Maria Esposito, Pavia, ItalyRenaud Evrard, Nancy, FranceElena Faccio, Padua, ItalyIstván Fazakas, Wuppertal, GermanyJasper Feyaerts, Ghent, BelgiumMaria Luísa Figueira, Lisbon, PortugalAlberto Figueiras Rodríguez, Corme-Porto, SpainChristine Firk, Aachen, GermanyPeter Fonagy, London, UKEduardo Fonseca-Pedrero, Logroño, SpainFrancesca Forlè, Milan, ItalyAndrew Frazer, Knoxville, TN, USATom Froese, Tancha, JapanMaría Isabel Gaete, Vina del Mar, ChileS. Nassir Ghaemi, Boston, MA, USAAnne Giersch, Strasbourg, FranceGerrit Glas, Wijhe, The NetherlandsRossetos Gournellis, Athens, GreeceJonathan Green, Manchester, UKShannon Grogans, College Park, MD, USATill Grohmann, Leuven, BelgiumN.H. Grootendorst-van Mil, Rotterdam, The NetherlandsEnzo Grossi, Tavernerio, ItalyFabian Guénolé, Caen, FranceHanne Haavind, Oslo, NorwayUte Habel, Aachen, GermanyStephanie M. Hare, Baltimore, MD, USAMads Gram Henriksen, Copenhagen, DenmarkRachel Hershenberg, Atlanta, GA, USALea Kassandra Hess, Bern, SwitzerlandRoger C. Ho, Singapore, SingaporeTiffany Ho, Los Angeles, CA, USAClara Humpston, York, UKGeorge Ikkos, London, UKSevim Berrin Inci Izmir, Istanbul, TurkeyHenry James Jackson, Melbourne, VIC, AustraliaNattinee Jantaratnotai, Bangkok, ThailandNatalia Jimeno, Valladolid, SpainTim Kaiser, Berlin, GermanyJoachim Klosterkötter, Cologne, GermanyTobias Kockler, Karlsruhe, GermanyDeniz Konac, London, UKAllan Køster, Copenhagen, DenmarkLeonhard Kratzer, Prien am Chiemsee, GermanyAnurag Kuhad, Chandīgarh, IndiaFranziska Lechner-Meichsner, Utrecht, The NetherlandsMarcelo Vieira Lopes, Santa Maria, BrazilKevin B. Meehan, Brooklyn, NY, USAJosé Miguel Mestre, Cadiz, SpainJohannes Michalak, Witten, GermanyIda-Marie Mølstrøm, Copenhagen, DenmarkMarcin Moskalewicz, Heidelberg, GermanyAndrew Moskowitz, Alexandria, VA, USAAlexandra Moussa-Tooks, Bloomington, IN, USAInes Mürner-Lavanchy, Basel, SwitzerlandIvan Nenchev, Berlin, GermanyDaniel Nischk, Reichenau, GermanyJulie Nordgaard, Roskilde, DenmarkGeorg Northoff, Ottawa, ON, CanadaAleš Oblak, Ljubljana, SloveniaErcan Ozdemir, Edinburgh, UKAngelo Picardi, Rome, ItalyMarek Pokropski, Warsaw, PolandMichele Poletti, Reggio Emilia, ItalyHolly Prigerson, New York, NY, USAJannis Puhlmann, Heidelberg, GermanyAndrea Raballo, Lugano, SwitzerlandAndreas Rosén Rasmussen, Copenhagen, DenmarkKatrina Rbeiz, Nashville, TN, USAJack Reynolds, Geelong, AustraliaAlessandro Rodolico, Munich, GermanyJenny Ann Rydberg, Metz, FranceMarsal Sanches, Houston, TX, USAVedat Sar, Istanbul, TurkeyMichael Saraga, Lausanne, SwitzerlandLeonhard Schilbach, Munich, GermanyPhilipp Schmidt-Boddy, Heidelberg, GermanyKnut Schnell, Göttingen, GermanyPeter Schofield, Waratah, AustraliaElmira Shayegh, Tehran, IranSebastian Simonsen, Copenhagen, DenmarkBorut Skodlar, Ljubljana, SloveniaLine I. Stänicke, Oslo, NorwayGeorg Starke, Munich, GermanyYueYi Sun, Nanjing, ChinaSamuel Thoma, Berlin, GermanyJenna M. Traynor, Belmont, CA, USARudolf Uher, Halifax, NS, CanadaSalome Vanwoerden, Pittsburgh, PA, USAMartin Voss, Berlin, GermanySebastian Walther, Bern, SwitzerlandHéloise Young, Rouen, FranceLucy Zhang, Melbourne, VIC, Australia
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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 | 0.022 | 0.235 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.018 | 0.012 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.291 | 0.191 |
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 source (direct Gemma or distilled Codex), 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".