Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Medical Principles and Practice:Maurizio Acampa Siena, Tuscany, ItalyJaved Naim Agrewala Rupnagar, Punjab, IndiaIldus I. Ahmetov, Liverpool, UKJehad Al-Harmi, Jabriya, KuwaitBadereddin Mohamad Al-Ali, Vienna, AustriaManuel John Albert, Jabriya, KuwaitTariq Al-Saadi, Montreal, QC, CanadaOmayma Alshaarawy, East Lansing, MI, USAMaria Grazia Andreassi, Pisa, ItalyCinzia Auriti, Rome, ItalyChidiebere U. Awah, New York, NY, USAChristopher L. Axelrod, Baton Rouge, LA, USAHans Bahlmann, Linköping, SwedenGuiseppe Banna, Portsmouth, UKBiagio Barone, Naples, ItalyGlenn Bauman, London, ON, CanadaNikhil Bhalla, Newtownabbey, UKKhald Blau, Emden, GermanyJohanna Blee, Bristol, UKPaula Boaventura Carvalho, Porto, PortugalStephan Böhm, Bülach, SwitzerlandMichel H. Bourguignon, Sceaux, FranceMatthew Boyko, Calgary, AB, CanadaFederico Bozzetti, Milan, ItalyCandise Branum, Spokane, WA, USAAnna Brichkina, Marburg, GermanyJesse Bruijnesteijn, Rijswijk, The NetherlandsEswarappa Pradeep Bulagonda, Puttaparthi, IndiaSathyaprasad C. Burjonrappa, New Brunswick, NJ, USAMarc Capdevila-Pons, Vic, SpainJorge Cervantes, Fort Lauderdale, FL, USAWassim Chehadeh, Jabriya, KuwaitFrancesco Chierigo, Genoa, ItalyBruno Ramos Chrcanovic, Malmo, SwedenNicola Cirillo, Melbourne, VIC, AustraliaAldo Clerico, Pisa, ItalyAlessandro Coppola, Rome, ItalyFrancisco Alves de Sousa, Porto, PortugalChristian de Tymowski, Paris, FranceRoberto C. Delgado Bolton, La Rioja, SpainKevin Diallo, La Réunion, FranceArjuna Ellepola, Jabriya, KuwaitPeter Fallesen, Florence, ItalyMarco Feligioni, Milan, ItalySimona Ferraro, Lombardy, ItalyJoshua Fierer, La Jolla, CA, USAPatrice Forget, Aberdeen, UKFabio Fusi, Siena, ItalyTea Galić, Split, CroatiaLuca Gambolò, Piacenza, ItalyAlberto Danilo Garcia, Nättraby, SwedenTatjana Geukens, Leuven, BelgiumMaria Giner-Soriano, Barcelona, SpainValentina Giudice, Baronissi, ItalyDianne E. Godar, Silver Spring, MD, USAAlex Gomelsky, Shreveport, LA, USAJavier Gomez Ambrosi, Pamplona, SpainBenjamin G. Gorman, Rochester, MN, USASteven Goudy, Atlanta, Georgia, GA, USAMichael Graham, Iowa City, IA, USASara Haddadi, Miami, FL, USAShogo Haraguchi, Tokyo, JapanThomas Heinbockel, Washington, DC, USAEileen Hennrikus, Hershey, PA, USAJamil Hmida, Hamburg, GermanyMohammad Obaidul Hoque, Baltimore, MD, USAJamshaid Iqbal, Jabriya, KuwaitSaleem Islam, Gainesville, FL, USAIsmail Laher, Vancouver, BC, CanadaBalaraman Kalyanaraman, Milwaukee, WI, USAHabiba Kapaya, Nottingham, UKKusum Kapila, Jabriya, KuwaitMaribasappa Karched, Jabriya, KuwaitJoshua Karras, Sylvania NSW, AustraliaJ.A. Keeney, Columbia, MO, USAKamilya Khasanova Brigadnaya, Kazan, RussiaAndrej Kielbassa, Krems, AustriaPeter Kim, New York, NY, USAAndrás Komócsi, Pécs, HungaryNarayana Krishna, Jabriya, KuwaitAswathy Kumaran, Kottakkal, IndiaNikolaos Laliotis, Thessaloniki, GreeceEddy Lang, Calgary, AB, CanadaRoland Lang, Erlangen, GermanyBrendan Le Daré, Rennes, FranceHarold Emil Lebovitz, Brooklyn, NY, USATomas L. Lindahl, Linköping, SwedenStefan I. Liochev, Durham, NC, USAGiorgio Lofrese, Cesena, ItalyAngela Lombardi, New York, NY, USAYunus Luqmani, UKNaveen Manuja, Moradabad, IndiaAshfaq A. Marghoob, New York, NY, USACecilia Fabiana Márquez-Arrico, Valencia, SpainJordi A. Matías-Guiu, Madrid, SpainHidenori Matsui, Tokyo, JapanRomeo-Gabriel Mihaila, Sibiu, RomaniaTamara Milovanovic, Belgrade, SerbiaArun Prince Milton, Shillong, IndiaAkira Mima, Osaka, JapanMasakazu Minetama, Wakayama, JapanStefano Molica, Cottingham, UKPatrick Morrison, Belfast, UKShrikanth Muralidharan, Pune, IndiaMuthuraman Muthuraman, Wurzburg, GermanyAly Nada, Jabriya, KuwaitAnuli Njoku, New Haven, CT, USAMichael J. Nuara, Seattle, WA, USAShaheed Vally Omar, Pretoria, South AfricaJustyna Opydo-Szymaczek, Poznań, PolandA. Seval Ozgu-Erdinc, Ankara, TurkeyAmit Pal, Kalyani, IndiaJeyaraj D. Pandian, Ludhiana, IndiaJoseph M. Pappachan, Manchester, UKAlessandro Parisi, Ancona, ItalyCorrado Pelaia, Catanzaro, ItalyMax Petrov, Auckland, New ZealandZenon Pogorelic, Split, CroatiaDavid Price, Midview City, SingaporeChristos Rahiotis, Athens, GreeceVineet Kumar Rai, Bhubaneswar, IndiaRaja Rajalingam, San Francisco, CA, USAMadhumathi Rao, Lexington, KY, USAAlberto Raposo, San Javier, SpainAravind Ravi Kumar, Melbourne, VIC, AustraliaGrégory Resch, Lausanne, SwitzerlandJose A. Riancho, Cantabria, SpainGiampiero Rossi-Fedele, Adelaide, SA, AustraliaGaetano Santulli, New York, NY, USARoberto Scatena, Rome, ItalyJasmijn A. Schrumpf, Leiden, The NetherlandsAnuj Sehgal, Brisbane, QLD, AustraliaKarin Seidler, Wokingham, UKJerry W. Shay, Dallas, TX, USAPooja Shivshankar, Houston, TX, USASaeed Soleymanjahi, New Haven, CT, USAAntonia Sophocleous, Nicosia, CyprusMaria Silvia Spinelli, Milan, ItalyRajeswari Subramaniyan, Coimbatore, TN, IndiaUlla Svantesson, Gothenburg, SwedenTim Sweeney, Sunnyvale, CA, USASyed Mohammad Tariq, Bedford, UKKaren Ingrid Tasca, Botucatu, BrazilAlok Thakar, New Delhi, IndiaNwe Ni Than, Sydney, NSW, AustraliaRoger Edmund Thomas, Calgary, CanadaDavid Tonnelet, Rouen, FranceFrancesco Tovoli, Bologna, ItalyAndrea Trevisan, Padova, ItalyEdet Udo, Jabriya, KuwaitMonique Vallee, Bordeaux, FranceWaander L. van Heerde, Nijmegen, The NetherlandsAdrian Velazquez-Campoy, Zaragoza, SpainNathan J. Verlinden, Pittsburgh, PA, USAMaria Gabriella Verso, Palermo, ItalyCelia Villodre, Alicante, SpainChristopher von Bartheld, Reno, NV, USAGrzegorz Woźniakowski, Torun, PolandKoujirou Yamamoto, Maebashi, JapanMehreen Zaigham, Lund, SwedenW. Zeng, Ottawa, ON, CanadaRaquel Zita Gomes, Gandra, PortugalAndres Zorrilla-Vaca, Houston, TX, 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.
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 | 0.024 | 0.255 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.020 | 0.012 |
| Open science | 0.005 | 0.009 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.275 | 0.206 |
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".