Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Case Reports in Dermatology:Mohamed B. Abdel-Naser, Cairo, EgyptEijiro Akasaka, Hirosaki, JapanKhalid Al Hawsawi, Makkah, Saudi ArabiaSara Al Janahi, Abu Dhabi, UAELorenzo Ala, Rome, ItalyAurora Alessandrini, Bologna, ItalyYumi Aoyama, Kurashiki, JapanPraveen Arany, Buffalo, NY, USARenato Araujo Braz, Sao Jose do Rio Preto, BrazilYoshihide Asano, Sendai, JapanSherif Awad, Minia, EgyptGamal Badr, Asyūţ, EgyptFlora Balieva, Stavanger, NorwayAnna Baran, Bialystok, PolandTeresa Battista, Naples, ItalyMala Bhalla, Chandigarh, IndiaErin Boh, New Orleans, LA, USAMetavee Boonsiri, Bangkok, ThailandTorsten Bove, Hoersholm, DenmarkVitaliya Boyar, Hackensack, NJ, USACristina Bulai Livideanu, Toulouse, FrancePerla E. Calderón, Santiago, ChileSimone Cappilli, Rome, ItalySueli Carneiro, Ipanema, BrazilMarie Caucanas, Toulouse, FranceYu-Feng Chang, Boston, MA, USADemetrios Christou, Berlin, GermanyGiulia Ciccarese, Foggia, ItalyArnon D. Cohen, Tel Aviv, IsraelJosef S.S. Concha, Manila, PhilippinesAlice Cortes, São Paulo, BrazilTerenzio Cosio, Rome, ItalyJose M. Cunha, Rio de Janeiro, BrazilC. Ralph Daniel, Ridgeland, MS, USAMaria Daviti, Thessaloniki, GreeceRobert S. Dawe, Dundee, UKGisele V. de Oliveira, Rio de Janeiro, BrazilTeresa M. Deinlein, Graz, AustriaJittima Dhitavat, Salaya, ThailandDario Didona, Marburg, GermanyMateja Dolenc-Voljc, Ljubljana, SloveniaIsabela Dorado Caycedo, Bogota, ColombiaNejib Doss, Tunis, TunisiaMahmoud Draidi, Doha, QatarWen Duan, Manchester, UKIgor Dumic, Rochester, MN, USALennart Emtestam, Stockholm, SwedenSeçkin Engin, Trabzon, TurkeyGita Faghihi, Ispahan, IranHonghao Fan, Guangzhou, ChinaAssem Farag, Zagazig, EgyptHarold Farber, Philadelphia, PA, USAGustavo Faro, São Paulo, BrazilAlireza Firooz, Tehran, IranYasuhiro Fujisawa, Toon, JapanFukumi Furukawa, Osaka, JapanCarlotta Galeone, Milan, ItalyLuciana Gasques, Cuiabá, BrazilKoffi K.P. Gbandama, Abidjan, Ivory CoastRupak Ghimire, Kathmandu, NepalHung Gia Tran, Can Tho, VietnamJohannes Griss, Vienna, AustriaRobert Hacker, Lake St. Louis, MO, USAEckart Haneke, Bern, SwitzerlandRoderick Hay, London, UKMasahiro Hayashi, Yamagata, JapanAlison E. Heald, Seattle, WA, USAMichael Heidenheim, Hellerup, DenmarkTetsuya Higuchi, Sakura, JapanÁlvaro Iglesias-Puzas, Pontevedra, SpainDimitrios Ioannides, Thessaloniki, GreeceJaved Iqbal, Doha, QatarAkihiro Ishiguro, Nagakute, JapanSourabh Jain, Vidisha, IndiaMichel Janier, Paris, FranceMichael Jeng, Palo Alto, CA, USARuzica Jurakic Toncic, Zagreb, CroatiaKamaljeet, Punjab, IndiaKambiz Kamyab Hesari, Tehran, IranKaliaperumal Karthikeyan, Pondicherry, IndiaMohamed H. Kather, Zagazig, EgyptChanisa Kiatsurayanon, Bangkok, ThailandMari Kishibe, Asahikawa, JapanShiori Kitaya, Kanazawa, JapanEiji Kiyohara, Suita-Shi, JapanSourabh Kosey, Punjab, IndiaSinja Kristiansen, Lund, SwedenYuli Kurniawati, Palembang, IndonesiaZhenli Kwan, Kuala Lumpur, MalaysiaFrancesco Lacarrubba, Catania, ItalyTatiana Lapa, Toronto, ON, CanadaDaniela Ledic Drvar, Zagreb, CroatiaHaur Y. Lee, Singapore, SingaporeJun H. Lee, Seoul, Republic of KoreaRannakoe J. Lehloenya, Cape Town, South AfricaLorenzo Leoncini, Siena, ItalyLiang J. Leow, Sydney, NSW, AustraliaChen Li, Zhongshan, ChinaPernille Lindsø Andersen, Roskilde, DenmarkPeter Lio, Evanston, IL, USAJorge A. López, Madrid, SpainDi-Qing Luo, Guangzhou, ChinaFatimata Ly, Dakar, SenegalMaiara C. Macagnan, Curitiba, BrazilHamidreza Mahmoudi, Tehran, IranAnthony J. Mancini, Chicago, IL, USAAshfaq A. Marghoob, New York, NY, USAFabrizio Martora, Naples, ItalyTakashi Matsushita, Kanazawa, JapanJuliette Mazereeuw-Hautier, Toulouse, FranceYoshiko Mizukawa, Mitaka, JapanMette Mogensen, Copenhagen, DenmarkLatifa Mtibaa, Tunis, TunisiaMarcus Muche, Hoorn, The NetherlandsAude Nassif, Paris, FranceKedima Nassif, Belo Horizonte, BrazilRakshatha Nayak, Manipal, IndiaGianluca Nazzaro, Milan, ItalyMarcello M.S. Nico, São Paulo, BrazilArjen Nikkels, Liège, BelgiumTakafumi Numata, Tokyo, JapanOlubanji Oguntunde, Yeovil, UKAnne B. Olesen, Aahus, DenmarkAnvar Paraparambil Vellamgot, Doha, QatarBianca M. Piraccini, Bologna, ItalyAdriana Polanska, Poznań, PolandJihane A. Rahal, Beirut, LebanonMarcia Ramos-E-Silva, Rio de Janeiro, BrazilAdam Reich, Wrocław, PolandBertrand Richert, Laeken, BelgiumDimitris Rigopoulos, Athens, GreeceHanggoro T. Rinonce, Sleman, IndonesiaNicolò Rivetti, Pavia, ItalyMaria C. Rivitti-Machado, São Paulo, BrazilLisa X. Rodriguez, Cali, ColombiaCliff Rosendahl, Brisbane, QLD, AustraliaEduardo Rozas-Muñoz, Coquimbo, ChileFatemeh Saberi, Tehran, IranThomas G. Salopek, Edmonton, AL, CanadaShraddhanjali Satapathy, Chandīgarh, IndiaCamila Scharf, Naples, ItalySaeed Shafieyan, Tehran, IranViraj Shah, Ahmedabad, IndiaLee S. Shapiro, Stillwater, OK, USAAvner Shemer, Tel Aviv, IsraelTetsuo Shiohara, Tokyo, JapanHuidi Shucheng, Chengdu, ChinaAry S. Silva, Cascavel, BrazilArchana Singal, Delhi, IndiaAlly-Khan Somani, Indianapolis, IN, USAIrene Stefanaki, Athens, GreeceŠpela Šuler Baglama, Ljubljana, SloveniaGyozo Szolnoky, Szeged, HungaryElham T. Tabatabaei, Dearborn, MI, USAMitsuhiro Tachibana, Shimada, JapanWeeratian Tawanwongsri, Thasala, ThailandRichard Taylor, West Boxford, MA, USASarah Tekinay, Ankara, TurkeyAnastasia Therianou, London, UKOleg Udovichenko, Hadera, IsraelSlavomír Urbanček, Banská Bystrica, SlovakiaNina van Beek, Lübeck, GermanyStefano Veraldi, Milan, ItalyTracey Vlahovic, Oakland, CA, USATakeyoshi Wada, Tokorozawa, JapanZhaoyang Wang, Beijing, ChinaMadeline A. Wang, Sydney, NSW, AustraliaJieyi Wang, Shenzhen, ChinaUwe Wollina, Dresden, GermanyAlphienes S. Xavier, Toppūr, IndiaYang Xu, Nanjing, ChinaNanako Yamada, Tottori, JapanToshiyuki Yamamoto, Fukushima, JapanElizabeth Yim, Austin, TX, USAIvelina A. Yordanova, Pleven, BulgariaMartin Zaiac, Miami Beach, FL, USACorrado Zengarini, Bologna, ItalyAlessandra Zevini, Samarate, ItalyMaryna S. Zhuravlova, Lugansk, Ukraine
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 | 0.014 | 0.178 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.014 | 0.008 |
| Open science | 0.004 | 0.007 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.296 | 0.183 |
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".