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 the ongoing support in reviewing manuscripts for European Addiction Research:Kamran Afzali, Sydney, NSW, AustraliaLaura Antón, L’Hospitalet de Llobregat, SpainMarc Auriacombe, Bordeaux, FranceAlexander Avian, Graz, AustriaPatrick Bach, Mannheim, GermanyAnthony Barnett, Melbourne, VIC, AustraliaSven Baumann, Leipzig, GermanyFranca Beccaria, Turin, ItalyAnne Beck, Potsdam, GermanyKristina Berglund, Gothenburg, SwedenDavid Best, Leeds, UKRoshan Bhad, New Delhi, IndiaBrian Borsari, San Francisco, CA, USALeonieke J. Breunis, Rotterdam, The NetherlandsJulie Brummer, Aarhus, DenmarkTibor Markus Brunt, Amsterdam, The NetherlandsMartin Busch, Vienna, AustriaSara Casati, Milan, ItalyVíctor Ciudad-Fernández, Valencia, SpainAnthony Coetzer-Liversage, Kingston, RI, USASam Craft, Bath, UKCleo Lina Crunelle, Brussels, BelgiumRenata Cupertino, La Jolla, CA, USAIlaria De Luca, Hatfield, UKSteven Debbaut, Brussels, BelgiumGeert Dom, Antwerpen, BelgiumAkon Ekpezu, Oulu, FinlandMary Figgatt, Chapel Hill, NC, USAMarco Fiore, Rome, ItalyJane Fischer, Adelaide, SA, AustraliaBenedikt Fischer, Toronto, ON, CanadaJose Carlos Fernandes Galduroz, Sao Paulo, BrazilMaria Garbusow, Berlin, GermanyNadja Gebhardt, Heidelberg, GermanyMarie Grall-Bronnec, Nantes, FranceDennis Grevenstein, Heidelberg, GermanyAshleigh Guillaumier, Bedford Park, SA, AustraliaFateme Nateghi Haredasht, Stanford, CA, USAMorten Hesse, Aarhus, DenmarkMing-Chyi Huang, Taipei, TaiwanRaquel Iniesta, London, UKTim Janssen, Providence, RI, USANatalia Jimeno, Valladolid, SpainPetter Grahl Johnstad, Bergen, NorwayNina Jokirinne, Helsinki, FinlandŽeljko Jovanović, Rijeka, CroatiaBella Kelly, London, UKJason Kilmer, Seattle, WA, USABruno Kluwe-Schiavon, Houston, TX, USAPatrick Köck, Bern, SwitzerlandViola Korczak, Barangaroo, NSW, AustraliaAnja Kraeplin, Dresden, GermanyHenry Richard Kranzler, Philadelphia, PA, USASara Liane Kroll, Zurich, SwitzerlandChristelle Langley, Cambridge, UKAndras Leko, Budapest, HungaryJuan Francisco Leon, Columbia, SC, USATsen Vei Lim, Cambridge, UKNatalie Lowry, London, UKAdelaida Lozano-Polo, Murcia, SpainRobert Lundin, Geelong, VIC, AustraliaMiranda C. Lutz-Landesbergen, Rotterdam, The NetherlandsKarl Mann, Mannheim, GermanyEly M. Marceau, Wollongong, AustraliaCharlotte Markert, Giessen, GermanyDeborah C. Mash, Miami, FL, USALisa J. Merlo, Gainesville, FL, USAAndré Miguel, Spokane, WA, USAKim Moeller, Malmö, SwedenFranz Moggi, Bern, SwitzerlandLiam J. Nestor, Cambridge, UKRosalie Pacula, Los Angeles, CA, USARyan Petros, Seattle, WA, USAHugh Piercy, Melbourne, VIC, AustraliaEls Plettinckx, Brussels, BelgiumAndrew Prevett, Bedford Park, SA, AustraliaWalter Prozialeck, Downers Grove, IL, USABenjamin Rolland, Lyon, FranceAlberto Salomone, Turin, ItalyMilan Scheidegger, Zurich, SwitzerlandGeoffrey Schoenbaum, Baltimore, MD, USAMelanie Schwandt, Bethesda, MD, USACathy Segan, Melbourne, VIC, AustraliaMartine Skumlien, Bath, UKLeila Soravia, Bern, SwitzerlandBundit Sornpaisarn, Toronto, ON, CanadaMatthew Stevens, Adelaide, SA, AustraliaBryant Stone, Baltimore, MD, USALisa Strada, Utrecht, The NetherlandsJustin Strickland, Baltimore, MD, USATuukka Tammi, Helsinki, FinlandMarina Thomas, Krems, AustriaDevin Marie Ulrich, Chicago, IL, USAWouter Vanderplasschen, Gent, BelgiumBonnie M. Vest, Buffalo, NY, USAFlorence Vorspan, Paris, FranceNatasha Wade, La Jolla, CA, USASara Wallhed Finn, Stockholm, SwedenZoe Walter, Sydney, NSW, AustraliaMichael White, Storrs, CT, USATongzhi Wu, Adelaide, SA, AustraliaFriedrich M. Wurst, Basel, GermanyNikki L. Zabik, Omaha, NE, 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.003 | 0.049 |
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