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 their ongoing support in reviewing manuscripts for Skin Appendage Disorders:Lorenzo Ala, Rome, ItalySarah Alsalman, Riyadh, Saudi ArabiaZoi Apalla, Thessaloniki, GreeceRoberto Arenas, Mexico City, MexicoDaniel Asz Sigall, Mexico City, MexicoEnzo Berardesca, Rome, ItalyRachel Berbert Ferreira, Maringá, BrazilRegina C. Betz, Bonn, GermanyAnna Campanati, Ancona, ItalyStephano Cedirian, Bologna, ItalySoumiya Chiheb, Casablanca, MoroccoEduardo Corona-Rodarte, Guadalajara, MexicoGeorge Cotsarelis, Philadelphia, PA, USALeandro Damiani, Porto Alegre, BrazilC. Ralph Daniel, Ridgeland, MS, USANilton Di Chiacchio, São Paulo, BrazilIsabella Doche, São Paulo, BrazilJudith Dominguez-Cherit, Tlalpan, MexicoAline Donati, São Paulo, BrazilJeffrey Donovan, Whistler, BC, CanadaHarold Farber, Philadelphia, PA, USAGustavo B.A. Faro, São Paulo, BrazilSteven R. Feldman, Winston-Salem, NC, USASimone Garcovich, Rome, ItalyMaria F.R.G. Gavazzoni Dias, Rio de Janeiro, BrazilNilton Gioia Di Chiacchio, São Paulo, BrazilFatih Göktay, Istanbul, TurkeyMohamad Goldust, Mainz, GermanyStamatios Gregoriou, Athens, GreeceChander Grover, Delhi, IndiaAditya K. Gupta, Toronto, ON, CanadaDaniela Guzmán-Sánchez, Guadalajara, MexicoEckart Haneke, Freiburg, GermanyHideo Hashizume, Iwata, JapanMolly A. Hinshaw, Madison, WI, USAShigeki Inui, Osaka, JapanDimitrios Ioannides, Thessaloniki, GreeceMatilde Iorizzo, Bellinzona, SwitzerlandNorito Ishii, Kurume, JapanTaisuke Ito, Hamamatsu, JapanFrancisco Jimenez, Las Palmas de Gran Canaria, SpainAwatef Kelati, Casablanca, MoroccoJonette E. Keri, Miami, FL, USANicolas Kluger, Helsinki, FinlandMariia Konchak, Lviv, UkraineManas Kshirsagar, Santa Cruz, CA, USAChanat Kumtornrut, Bangkok, ThailandMichelangelo La Placa, Bologna, ItalyFrancesco Lacarrubba, Catania, ItalyChinmanat Lekhavat, Bangkok, ThailandJeff Li, Coral Gables, FL, USAShari R. Lipner, New York, NY, USAKristen I. Lo Sicco, New York, NY, USANino Lortkipanidze, Tbilisi, GeorgiaSridhar Mani, New York, NY, USAMaría A. Martinez-Velasco, Mexico City, MexicoAmy J. McMichael, Winston-Salem, NC, USADaniel F. Melo, Rio de Janeiro, BrazilGiuseppe Micali, Catania, ItalyMariya Miteva, Miami, FL, USABrian Morrison, Miami, FL, USAIria Neri, Bologna, ItalyBetty Nguyen, Miami, FL, USAJorge Ocampo-Candiani, San Nicolás de los Garza, MexicoGeorgia Pappa, Athens, GreeceChristophe Perrin, Nice, FranceBianca M. Piraccini, Bologna, ItalyRodrigo Pirmez, Rio de Janeiro, BrazilChristos Prevezas, Athens, GreeceFrancesca Prignano, Florence, ItalyYuval Ramot, Jerusalem, IsraelMayra A. Reyes Soto, Monterrey, MexicoPhoebe Rich, Portland, OR, USAAlyx Rosen Aigen, Miami, FL, USALidia Rudnicka, Warsaw, PolandDavid Saceda-Corralo, Madrid, SpainAndrea Sechi, Milan, ItalyMaryanne M. Senna, Burlington, MA, USAYutaka Shimomura, Yamaguchi, JapanYehuda Shoenfeld, Tel Aviv, IsraelTatiana Silyuk, Saint Petersburg, RussiaRodney Sinclair, East Melbourne, VIC, AustraliaAsmahane Souissi, Tunis, TunisiaLeonard C. Sperling, Bethesda, MD, USAMichela Starace, Bologna, ItalyMariem Tabka, Sousse, TunisiaAnita Takwale, Gloucester, UKFrancesco Tassone, Rome, ItalyCurtis Thompson, Portland, OR, USADesmond Tobin, Dublin, IrelandJulio Torales, San Lorenzo, ParaguayNorma E. Vazquez-Herrera, Monterrey, MexicoStefano Veraldi, Milan, ItalyColombina Vincenzi, Bologna, ItalyKimberly N. Williams, Miami, FL, ChinaUwe Wollina, Dresden, GermanyXimena Wortsman, Santiago, ChileChao-Chun Yang, Tainan, TaiwanMartin Zaiac, Miami Beach, FL, 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 | 0.000 | 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) | 0.001 | 0.001 |
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