Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Obesity Facts:Aline Abou Assi, Paris, FranceAdam Abu-Abeid, Tel Aviv, IsraelFeray Akbas, Istanbul, TurkeyAyşe Tülay Tülay Bağcı Bosi, Ankara, TurkeyRomain Barres, Nice, FrancePierre Bel Lassen, Paris, FranceÖzge Besci, Ann Arbor, MI, USASimon Birk Kjær Jensen, Copenhagen, DenmarkCaroline Braet, Ghent, BelgiumVirginia Campedelli, Rome, ItalyRaffaella Cancello, Milan, ItalyFrederic Capel, Clermont Ferrand, FranceMustafa Cesur, Çankaya, TurkeyHeng-Pin Chiang, Kaohsiung City, TaiwanCatalin Copaescu, Bucharest, RomaniaClarissa Dakin, Leeds, UKMartina de Zwaan, Hannover, GermanyEva Susanne Dietrich, Bonn, GermanyKarin Dolezalova, Prague, CzechiaAbdul Dulloo, Fribourg, SwitzerlandLaura Ann Eggerichs, Gothenburg, SwedenJanine Ehret, Stuttgart, GermanyMarwan El Ghoch, Modena, ItalyNariman Ahmed Mohamed Mostafa Elbassal, Alexandria, EgyptElla Ewart-Pierce, Dallas, TX, USALubomira Fabryova, Bratislava, SlovakiaMartin Fischer, Potsdam, GermanyLaurie Frances, Toulouse, FranceCristian Garcia-Sanchez, Granada, SpainAntje Garten, Leipzig, GermanySalvatore Giordano, Varissuo, FinlandTeresa Gisinger, Vienna, AustriaFranziska Großschädl, Graz, AustriaTobias Hagemann, Leipzig, GermanyVaclav Hana Jun, Prague, CzechiaMohamed Hankir, Dublin, IrelandLaura Hart, Columbus, OH, USAJamie Hartmann-Boyce, Oxford, UKOliver Helk, Vienna, AustriaChristian Herder, Düsseldorf, GermanyJitka Herlesova, Prague, CzechiaFilip Hes, Prague, CzechiaRolf Holle, Munich, GermanyArmin Hönlinger, Vienna, AustriaKai Hu, Wurzburg, GermanyEmilia Iuliu, Granada, SpainAlexander Jais, Munich, GermanyChristine Joisten, Cologne, GermanyEva Kiesswetter, Freiburg, GermanyPeter Kovacs, Leipzig, GermanyJesse Krakauer, Berkley, MI, USAMarko Kraljević, Basel, SwitzerlandRenate Kruschitz, Vienna, AustriaEva-Christina Krzizek, Vienna, AustriaPeter Kuehnen, Berlin, GermanyHatice Kurdak, Adana, TurkeyMarjaana Lahti-Koski, Helsinki, FinlandCarlo Lai, Rome, ItalyLiye Lai, Munich, GermanySimon Lecoutre, Paris, FranceXunliang Li, Hefei, ChinaChen Li, Yantai, ChinaRonald S.L. Liem, Gouda, The NetherlandsJulia Lischka, Salzburg, AustriaNatalie Lister, Sydney, NSW, AustraliaClaudia Luck-Sikorski, Gera, GermanyJiin-Chyuan John Luo, Taoyuan City, TaiwanEdyta Łuszczki, Rzeszów, PolandMaria M. Malagon, Cordoba, SpainCharles-Henri Malbert, Saint-Gilles, FranceMichael Mantzios, Birmingham, UKMumtaz Mazicioglu, Melikgazi, TurkeyChiara Mazzone, Catania, ItalyDora Marie Meyer, Munich, GermanyBakula Miro, Zagreb, CroatiaFrancesk Mulita, Patras, GreeceGiovanna Muscogiuri, Naples, ItalyAviva Must, Boston, MA, USANelson Junior Nardo, Maringá, BrazilAleksandr Neimark, Saint Petersburg, RussiaArtemissia-Phoebe Nifli, Larissa, GreecePamela Nono Nankam, Munich, GermanyAkinkunmi Okekunle, Seoul, Republic of KoreaTracy Oliver, Villanova, PA, USAFrancesco Saverio Papadia, Genova, ItalyVerena Parzer, Vienna, AustriaSilvia Pellitero, Badalona, SpainTadeja Pintar, Ljubljana, SloveniaStevo Popovic, Niksic, MontenegroSarai Citlalic Rodriguez-Reyes, Guadalajara, MexicoMiguel A. Rubio, Madrid, SpainAssaf Rudich, Beer-Sheva, IsraelAlmut Rudolph, Leipzig, GermanyJonatan Ruiz, Granada, SpainIlhan Satman, Istanbul, TurkeyKarin Schindler, Vienna, AustriaTorsten Schöneberg, Leipzig, GermanyMichael Schwarzer, Jena, GermanyGeorge Skroubis, Patras, GreeceEl Yahyaoui Sofia, Rabat, MoroccoAlper Sonmez, Ankara, TurkeyNorbert Stefan, Tuebingen, GermanyDavid E. Stein, Rosedale, MS, USARobert Stein, Leipzig, GermanyHana Stritecka, Prague, CzechiaThomas Michael Stulnig, Vienna, AustriaAmit Surve, Salt Lake City, UT, USAMichel Suter, Aigle, SwitzerlandKamila Szeliga, Katowice, PolandMaria Grazia Tarsitano, Catanzaro, ItalyEren Halit Taskin, Istanbul, TurkeyHelena Teede, Clayton, VIC, AustraliaVidhu Thaker, New York, NY, USATigran Tigran Poghosyan, Paris, FranceGabriel Torbahn, Nürnberg, GermanyI-Shiang Tzeng, New Taipei, TaiwanUku Vainik, Tartu, EstoniaMichael Vallis, Halifax, NS, CanadaAdaliene Versiani Matos Ferreira, Belo Horizonte, BrazilPeter von Philipsborn, Munich, GermanyAndreas Vychytil, Vienna, AustriaRobert Wagner, Düsseldorf, GermanyWah Yang, Guangzhou, ChinaFerhat Yildiz, Bursa, TurkeyYong Zhu, Saint Paul, MN, USAOlivier Ziegler, Vandoeuvre-lès-Nancy, FranceStefanie Zorn, Ulm, Germany
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.
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 | 0.029 | 0.241 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.009 | 0.005 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.022 | 0.012 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.313 | 0.197 |
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".