Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Gerontology:Michael Adams, Heidelberg, GermanyVolker Adams, Dresden, GermanyCarolyn Aldwin, Corvallis, OR, USAHeliodoro Alemán-Mateo, Hermosillo, MexicoTagrid Alharbi, Riyadh, Saudi ArabiaJulie Ober Allen, Norman, OK, USAGonzalo Luis Alonso Salinas, Pamplona, SpainMuath Alsuhaibani, Denver, CO, USAAntonio Arcieniegas, Boston, MA, USAThomas A. Arcury, Winston-Salem, NC, USAErfan Aref-Eshghi, Philadelphia, PA, USAJohn Arnold, Adelaide, SA, AustraliaTakashi none Asada, Tokyo, JapanDamaris Aschwanden, Geneva, SwitzerlandMarco Antonio Avalos, Chicago, IL, USAMehrnaz Azarian, Houston, TX, USAMiguel Bargas Ochea, Houston, TX, USAPolly Barr, Bristol, UKBruno Bavaresco Gambassi, São Luís, BrazilSayeh Bayat, Calgary, AB, CanadaJohannes Beller, Hannover, GermanyJoël Belmin, Ivry-sur-Seine, FranceJaewon Beom, Houston, TX, USAAlina Betlej, Lublin, PolandMay A. Beydoun, Baltimore, MD, USAKallol Kumar Bhattacharyya, Logan, UT, USAFernando Gioppo Blauth, Ribeirao Preto, BrazilVilhelm Bohr, Copenhagen, DenmarkKatja Borodulin, Helsinki, FinlandHermann Brandenburg, Freiburg, GermanyHelen Branthwaite, London, UKAllyson Brothers, Fort Collins, CO, USARegina Brunauer, Vienna, AustriaSusanne Buecker, Witten, GermanyKee Bum Hong, Goyang, South KoreaMartin Burtscher, Innsbruck, AustriaRoland I. Büttner, Regensburg, GermanyFrancisco Felix Caballero, Madrid, SpainBernardo A. Cedeno-Veloz, Pamplona, SpainE-Shien Chang, New York, NY, USAJing Chen, Hangzhou, ChinaDanica Chen, Berkeley, CA, USANachiappan Chockalingam, Stoke-on-Trent, UKLuis Coelho, Porto, PortugalGiuseppe Colloca, Rome, ItalySarah P. Coundouris, Brisbane, QLD, AustraliaTomasz Cudejko, Liverpool, UKLaure De Decker, Nantes, FranceAziz Debain, Brussels, BelgiumSoroush Dehghan, Dallas, TX, USAJalal Dehghanizade, Urmia, IranClaudio Di Lorito, London, UKRebecca Diekmann, Oldenburg, GermanyIng-Mari Dohrn, Huddinge, SwedenLars Donath, Cologne, GermanyPeter Dovjak, Gmunden, AustriaMargarita Drozdova-Statkeviciene, Kaunas, LithuaniaXin Du, Nanjing, ChinaAlex Dzewaltowski, Chicago, IL, USAAziz Eftekhari, Tabriz, IranDoris Eglseer, Graz, AustriaGillian Einstein, Toronto, ON, CanadaVincent C. Emery, Cairo, EgyptJorge Daniel Erusalimsky, Cardiff, UKRonald Ettinger, Iowa, IA, USAIldar Fakhradiyev, Almaty, KazakhstanBjörn Falkenburger, Dresden, GermanyMitchell Fane, Philadelphia, PA, USAMizghan Fatima, Melbourne, VIC, AustraliaCesáreo Fernandez Alonso, Madrid, SpainEberval Gadelha Figueiredo, Sao Paulo, BrazilM. G. Finco, Houston, TX, USASol Fittipaldi, Dublin, IrelandSusanne Fleig, Aachen, GermanyJoelle H. Fong, Singapore, SingaporeMike Frecklington, Auckland, New ZealandShannon Freeman, Prince George, BC, CanadaEllen Freiberger, Erlangen, GermanyHelmut Frohnhofen, Düsseldorf, GermanyPing Fu, Chengdu, ChinaXin Fu, Omaha, NE, USAJackson Fyfe, Burwood, VIC, AustraliaAndres Gamez-Garcia, Badalona, SpainKrishnamurithy Ganesan, Kuala Lumpur, MalaysiaJames Gardiner, Manchester, UKLucy S. Gates, Southampton, UKLeonid A. Gavrilov, Chicago, IL, USAYunglin Gazes, New York, NY, USALeon Geffen, Cape Town, South AfricaSimone Gill, Boston, MA, USAAlan J. Gow, Edinburgh, UKAndré Hajek, Hamburg, GermanyJohn Halperin, Summit, NJ, USAJill Halstead-Rastrick, Leeds, UKMarian T. Hannan, Boston, MA, USAYoko Hasegawa, Niigata, JapanKlaus Hauer, Heidelberg, GermanyFiona Hawke, Newcastle, NSW, AustraliaBeatrice Heim, Innsbruck, AustriaGordon Hendry, Glasgow, UKManuel Hernandez, Urbana, IL, USAJonathan Hewitt, Cardiff, UKTetsuya Hirono, Kyoto, JapanHtet Lin Htun, Melbourne, VIC, AustraliaMartijn Huisman, Amsterdam, The NetherlandsGizem Hülür, Bonn, GermanySheree Hurn, Brisbane, QLD, AustraliaEllen Idler, Atlanta, GA, USAJasminka Z. Ilich, Talahassee, FL, USARebecca Iseli, Parkville, VIC, AustraliaAnand Iyer, Rotterdam, The NetherlandsAndreas H. Jacobs, Bonn, GermanyAnke Kirsten Jaekel, Bonn, GermanyKlaus Jahn, Munich, GermanyEmily James, Leicester, UKHongwei Ji, Beijing, ChinaKening Jiang, Baltimore, MD, USASyazwani Abdul Kadir, Shah Alam, MalaysiaKuniyasu Kamiya, Kobe, JapanGu Eon Kang, Dallas, TX, USAKatarzyna Kaniewska, Warsaw, PolandTakayuki Katayama, Asahikawa, JapanKavya Katugam-Dechene, Chapel Hill, NC, USATomas Kavanagh, Sydney, NSW, AustraliaDerya Kaya, Izmir, TurkeyScott Kehler, Halifax, NS, CanadaGeorge A. Kelley, Boise, ID, USATakeshi Kera, Gunma, JapanKatharina Kerschan-Schindl, Vienna, AustriaNavid Khaleghimoghaddam, Konya, TurkeyTae Hyun Kim, Seoul, South KoreaKyungwan Kim, Cologne, GermanyVanessa Koh, Singapore, SingaporeFrederick H. Koh, Singapore, SingaporeMitsuaki Kojima, Tokyo, JapanAnna E. Kornadt, Esch-sur-Alzette, LuxembourgJoanna Kostka, Lodz, PolandDana Kotter-Gruehn, Raleigh, NC, USADaniel Kwasi Ahorsu, Hong Kong, Hong KongMarie-Hélène Lacoste-Ferré, Toulouse, FranceCarmelo Lafuente-Lafuente, Ivry-sur-Seine, FranceShi Le, Xian, ChinaYunhwan Lee, Suwon, South KoreaJeongeun Lee, Ames, IA, USAMyeounggon Lee, Los Angeles, CA, USAByung Chan Lee, Seoul, South KoreaJean Claude Leners, Ettelbruck, LuxembourgGünter Lepperdinger, Salzburg, AustriaTae-Gyu Lim, Seoul, South KoreaGregory Lip, Liverpool, UKGiuseppe Lisco, Bari, ItalyPeng Liu, Zhejiang, ChinaShan W. Liu, Boston, MA, USAYanyan Luo, Henan, ChinaSheng Luo, Weifang, ChinaRebecca K. MacAulay, Orono, ME, USAMichael L. Madigan, Blacksburg, VA, USAChunyan Mai, Hong Kong, Hong KongAurélie Mailliez, Lille, FranceJonathan K.L. Mak, Stockholm, SwedenRahul Malhotra, Singapore, SingaporeJasmine Manalel, New York, NY, USAAvril Mansfield, Toronto, ON, CanadaSarah L. Martindale, Salisbury, MD, USAMaurizio Marvisi, Cremona, ItalyTakeshi Matsubara, Kyoto, JapanRyan McGrath Fargo, ND, USATabea Meier, Zurich, SwitzerlandHylton B. Menz, Bundoora, VIC, AustraliaAngela Maria Merchan-Galvis, Barcelona, SpainSamantha Jane Meredith, Southampton, UKJean-Pierre Michel, Geneva, SwitzerlandMakoto Michikawa, Niigata, JapanPedro Miguel Gaspar, Vila Real, PortugalRachel Milte, Adelaide, SA, AustraliaRam Mishra, Houston, TX, USAPrzemysław Mitkowski, Poznan, PolandSimon Mooijaart, Leiden, The NetherlandsTobias Morat, Cologne, GermanyValentina Moro, Verona, ItalyMeg Morris, Melbourne, VIC, AustraliaPatricia Morsch, Washington, DC, USAAlexey Moskalev, Syktyvkar, RussiaJudith Tedlie Moskowitz, Chicago, IL USAMaria-Lucia Muntean, Kassel, GermanyShannon E. Munteanu, Melbourne, VIC, AustraliaCatherine Murphy, Southampton, UKRobert Naeije, Brussels, BelgiumLindsay Nagamatsu, London, ON, CanadaBijan Najafi, Los Angeles, CA, USASaharnaz Nedjat, Tehran, IranAbigail Nehrkorn-Bailey, Green Bay, WI, USAHenning Bay Nielsen, Roskilde, DenmarkSabine Ursula Nover, Koblenz, GermanyGunhild Alvik Nyborg, Oslo, NorwayUrs Ernest Nydegger, Liebefeld, SwitzerlandKaitlin OBahr, Northridge, CA, USAPáraic S. OSúilleabháin, Limerick, IrelandJorge Oksenberg, San Francisco, CA, USAMurilo Rezende Oliveira, Sao Carlos, BrazilGladys L. Onambele-Pearson, Manchester, UKIkuro Osawa, Tokyo, JapanAbderrahman Ouattas, Houston, TX, USAKouichi Ozaki, Aichi, JapanFahri Özsungur, Mersin, TurkeyMati Pääsuke, Tartu, EstoniaLucilla Parnetti, Perugia, ItalyCarlo Pedrolli, Trento, ItalySuzanne Penna, Atlanta, GA, USAMario Ulises Perez-Zepeda, Mexico City, MexicoAndrew Petkus, Los Angeles, CA, USAGalina Plotnikov, Zerifin, IsraelAlison O. Potok, San Diego, CA, USATino Prell, Halle, GermanyPeter Pressman, Aurora, CO, USAHamid Rabb, Baltimore, MD, USAJérémy Raffin, Toulourse, FranceMomotazur Rahman, Providence, RI, USAAntje Rauers, Jena, GermanyZhanjie Ren, Wei Fang, ChinaAbanoub Riad, Brno, Czech RepublicJames K. Richardson, Ann Arbor, MI, USAJudith Rijnhart, Tampa, FL, USAMartin Ritt, Nuremberg, GermanyYvonne Ritter, Konstnaz, GermanyAndré Luiz Felix Rodacki Curitiba, Paraná, BrazilEdward Roddy, Keele, UKSusann Rohwedder, Santa Monica, FL, USAKatarzyna Rolf, Rzeszow, PolandKeith Rome, Auckland, New ZealandKlaus Rothermund, Jena, GermanyHossein Rouhani, Edmonton, AB, CanadaJennifer Rusted, Brighton, UKRiitta Saarela, Helsinki, FinlandAtsuhito Saiki, Chiba, JapanKunihiro Sakuma, Tokyo, JapanDaniel Schoene, Erlangen, GermanyLars Schwettmann, Oldenburg, GermanyAngelo Scuteri, Cagliari, ItalySara Seidelmann, New York, NY, USAYoshihiro Shimazaki, Nagoya, JapanTakahiko Shimizu, Obu, JapanMarina Shkreli, Nice, FranceArkadiusz Siennicki-Lantz, Lund, SwedenElisabeth Simboeck, Vienna, AustriaErika Gisela Sirsch, Essen, GermanyAnders Sköldunger, Stockholm, SwedenPeter Smerdely, Kogarah, NSW, AustraliaA. David Smith, Oxford, UKSoon Yeng Soo Hoo, Sydney, NSW, AustraliaLuca Soraci, Cosenza, ItalyVincenzo Sorrentino, Singapore, SingaporeRobert Stawski, Brighton, UKJakob Steenberg, Herley, DenmarkSerena Stephenson, Lodz, PolandMythily Subramaniam, Singapore, SingaporeHyung Joo Suh, Seoul, South KoreaXingmin Sun, Boston, MA, USAReima Suomi, Turku, FinlandAngelina R. Sutin, Tallahassee, FL, USAZsofia Szekeres, Cardiff, UKYouichi Takami, Suita, JapanSamuel X. Tan, Chermside, QLD, AustraliaXiao Tan, Uppsala, SwedenAna Maria Botelho Teixeira, Coimbra, PortugalMonica Tembo, Geelong, VIC, AustraliaAntonio Terracciano, Tallahassee, FL, USAAnne Tiedemann, Camperdown, NSW, AustraliaTakaaki Tomofuji, Gifu, JapanCaterina Trevisan, Ferrara, ItalyRui Valdiviesso, Porto, PortugalVittore Verratti, Chieti, ItalyMaría Moreno Villanueva, Konstanz, GermanyStefano Volpato, Ferrara, ItalyColby J. Vorland, Bloomington, IN, USAAndreas Vychytil, Vienna, AustriaChanghong Wang, Shenzhen, ChinaLi-Feng Wang, Ganzhou, ChinaHuiying Wang, Providence, RI, USAZiheng Wang, Sacramento, CA, USAZ.H. Wang, Shandong, ChinaNatwipa Wanicharoen, Chiang Mai, ThailandYutaka Watanabe, Sapporo, JapanYuichi Watanabe, Tokyo, JapanDavid Weiss, Halle, GermanyMatthew Welhaf, St. Louis, MO, USAPar Wennberg, Skövde, SwedenChristian Werner, Heidelberg, GermanyDaisy V. Wilson, Birmingham, UKTim D. Windsor, Adelaide, SA, AustraliaTaneal Wiseman, Sydney, NSW, AustraliaTobias Wolbring, Nuremberg, GermanyByung Woo Cho, Seoul, South KoreaXinrui Wu, Shanghai, ChinaQianju Wu, Shanghai, ChinaRoshna Wunderlich, Harrisonburg, VA, USAWeili Xu, Tianjin, ChinaZherong Xu, Hangzhou, ChinaZhangrong Xu, Beijing, ChinaKoichi Yamamoto, Osaka, JapanShang-Yu Yang, Taichung, TaiwanXiuhong Yang, Hebei, ChinaJanet A. Yellowitz, Baltimore, MD, USAXiangji Ying Baltimore, MD, USATomiko Yoneda, Davis, CA, USAKatherin Zambrano, Boston, MA, USAJesse Zanker, Melbourne, VIC, AustraliaPreeti Pushpalata Zanwar, Philadelphia, PA, USAAyse Zengin, Clayton, VIC, AustraliaDongfeng Zhang, Qingdao, ChinaJunhong Zhou, Roslindale, MA, USATania Zieschang, Oldenburg, GermanyAlejandro Zulbaran, Houston, TX, USARoberta Zupo, Bari, Italy
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 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 | 0.000 |
| 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) | 0.004 | 0.017 |
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; both teacher heads agree on what is shown here.
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".