Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Gerontology:Sara Abu-Ghanem, New York City, NY, USAMichael Adams, Gottingen, GermanyFatemah Mohammed AlAhmari, Riyadh, Saudi ArabiaMudassir Alam, Noida, IndiaLiraz Arie, Boston, MA, USAMiriam T. Ashford, San Francisco, CA, USAKaitlin O. Bahr, Los Angeles, CA, USAShichun Bao, Shenzhen, ChinaLorenzo Barba, Halle, GermanyJeanne Bardinet, Bordeaux, FranceSayeh Bayat, Calgary, CanadaYvonne Beerenbrock, Herdecke, GermanySharif Beigi, Tehran, IranVirginia Boccardi, Perugia, ItalyMarc Bonnefoy, Lyon, FranceMouna Boucham, Rabat, MorroccoRyan Boyd, Richardson, USAAdam Bress, Salt Lake City, UT, USAAnnette Brose, Potsdam, GermanyJohannes Burtscher, Innsbruck, AustriaMartin Burtscher, Innsbruck, AustriaAmaia Calderón-Larrañaga, Stockholm, SwedenKe-Vin Chang, Taipei, TaiwanShih-Jui Chang, Kaohsiung, TaiwanE-Shien Chang, New York City, NY, USAJiawei Chen, Shenzhen, ChinaXiaoqin Cheng, Shanghai, ChinaJon Chia, Singapore, SingaporeSean A.P. Clouston, Stony Brook, NY, USAGiuseppe Colloca, Rome, ItalyAlicia Colvin, Pittsburgh, PA, USAAna Cordellat, Valencia, SpainTara Cornwell, Los Angeles, CA, USARaquel Costa, Valencia, SpainSarah P. Coundouris, Brisbane, QLD, AustraliaAlfonso J. Cruz-Jentoft, Madrid, SpainPatrizia DAmelio, Lausanne, SwitzerlandLivia DAngelo, Naples, ItalyGyte Damuleviciene, Kaunas, LithuaniaAziz Debain, Brussels, BelgiumGiuseppe Defeudis, Rome, ItalyBurcu Demiray, Zurich, SwitzerlandWuquan Deng, Chongqing, ChinaJohanna Drewelies, Berlin, GermanyMargarita Drozdova-Statkeviciene, Kaunas, LithuaniaChenzhen Du, Yuzhong, ChinaAlbrecht Eisert, Aachen, GermanyVincent C. Emery, Cairo, EgyptChristopher Ryne Estabrook, Chicago, IL, USAMarta Fadda, Lugano, SwitzerlandFarida Far Poor, Denver, CO, USAMizghan Fatima, Melbourne, VIC, AustraliaGraci Finco, Fort Worth, TX, USADeborah Finkel, Los Angeles, CA, USAKatherine Fiori, Garden City, NY, USAFederica Fogacci, Bologna, ItalyEllen Freiberger, Erlangen, GermanyColin D. Freilich, Minneapolis, MN, USAMathias Freitag, Aachen, GermanyMustafa Gabarin, Ancaster, ON, CanadaUmberto Galderisi, Naples, ItalyMengxia Gao, Hong Kong, ChinaQiang Gao, Chengdu, ChinaArmin Garmany, Rochester, NY, USAHannes Gatterer, Bolzano, ItalyLeonid A. Gavrilov, Chicago, IL, USAAdam Gerstenecker, Birmingham, AL, USAGuido Giardini, Aosta, ItalyErich Gnaiger, Innsbruck, AustriaAlexander Gombert, Aachen, GermanyAlan J. Gow, Edinburgh, UKNicola Grazzi, Bologna, ItalyMarian T. Hannan, Boston, MA, USAYoko Hasegawa, Niigata, JapanSumi Helal, Bologna, ItalyNatalie Hezel, Heidelberg, GermanyLaura Himmelmann, Oldenburg, GermanyAnya Hommadova Lu, Huntsville, AL, USATroy Hornberger, Madison, WI, USAGizem Hülür, Bonn, GermanySheree Hurn, Brisbane, QLD, AustraliaKatsuya Iijima, Tokyo, JapanRebecca Iseli, Parkville, VIC, AustraliaAkihito Ishigami, Tokyo, JapanNiels Jansen, Masstricht, The NetherlandsSergio Jimenez, Copiapo, ChileMatthias Jung, Halle, GermanyElise Kalokerinos, Parkville, VIC, AustraliaGu Eon Kang, Richardson, TX, USATakayuki Katayama, Asahikawa, JapanTakashi Kato, Ōbu, JapanDerya Kaya, Izmir, TurkeyScott Kehler, Halifax, NS, CanadaGeorge A. Kelley, Boise, ID, USAP. Adam Kelly, New Orleans, LA, USATakeshi Kera, Gunma, JapanKatharina Kerschan-Schindl, Vienna, AustriaAminreza Khandan, Los Angeles, CA, USARobert Kob, Nuremberg, GermanyFrederick H. Koh, Singapore, SingaporeJessica Koschate-Storm, Oldenburg, GermanyMichael Krämer, Zurich, SwitzerlandYujiro Kuroda, Nagakute, JapanB.J. Laan, Amsterdam, The NetherlandsBerit Kristin Labott, Cologne, GermanyJiaqi Lai, Melbourne, VIC, AustraliaMikko Juhani Lammi, Umea, SwedenMichael R. Laurent, Bonheiden, BelgiumJeongeun Lee, Ames, IA, USAYunhwan Lee, Suwon, Republic of KoreaByung Chan Lee, Seoul, Republic of KoreaMyeounggon Lee, Seoul, Republic of KoreaJonathan S. Lee-Confer, Tucson, AZ, USANathan A. Lewis, Vancouver, BC, CanadaYu-Sheng Li, Hunan, ChinaWan-wen Liao, Taichung, TaiwanMae Lim, Sydney, NSW, AustraliaFa-Chen Lin, Chia-Yi City, TaiwanQiang Lin, Shenzhen, ChinaXun Liu, Guangdong, ChinaYan Liu, Harbin, ChinaGérard Hubert Lizard, Dijon, FranceJeremy Paul Loenneke, University, MS, USAWei Lu, Canberra, ACT, AustraliaJie Luo, Shenzhen, ChinaChristina Zonghao Ma, Hong Kong, ChinaRebecca K. MacAulay, Orono, ME, USAChunyan Mai, Hong Kong, ChinaCristina Mammucari, Padua, ItalyDavid Markowitz, East Lansing, MI, USAEmmi Matikainen-Tervola, Jyväskylä, FinlandNanae Matsumoto, Ōbu, JapanGherardo Mazziotti, Milan, ItalyGerald Mboowa, Kampala, UgandaIan McDonough, Binghamton, NY, USARyan McGrath, Fargo, ND, USAJialin Meng, Hefei, ChinaHylton B. Menz, Bundoora, VIC, AustraliaSamantha Jane Meredith, Southampton, UKJean-Pierre Michel, Geneva, SwitzerlandAndrew Mienaltowski, Bowling Green, KY, USAPeter Mikosch, Mistelbach, AustriaEdoardo Mocini, Rome, ItalyEdoardo Mocini, Novedrate, ItalyAlexey Moskalev, Moscow, RussiaJoko Mulyanto, Sokaraja, IndonesiaMarcus Mund, Jena, GermanyRobert Naeije, Brussels, BelgiumBijan Najafi, Los Angeles, CA, USABalbino R.V. Nepomuceno Junior, Salvador, BrazilPeter M. Nilsson, Malmo, SwedenTaiji Noguchi, Ōbu, JapanUrs Ernest Nydegger, Liebefeld, SwitzerlandMitsutoshi Oguri, Kasugai, JapanFabricio Ferreira de Oliveira, Sao Paulo, BrazilS. Jay Olshansky, Chicago, IL, USAGladys L. Onambele-Pearson, Manchester, UKFahri Özsungur, Mersin, TurkeyMati Pääsuke, Tartu, EstoniaNaz Paolocci, Baltimore, MD, USAKate Papp, Boston, MA, USACatherine Park, Mirae, Republic of KoreaLucilla Parnetti, Perugia, ItalyMaria Parra Rizo, Casa Cervera, SpainCarlo Pedrolli, Trento, ItalyMario Ulises Perez-Zepeda, Mexico City, MexicoKathy Pichora Fuller, Toronto, ON, CanadaCristian Podoleanu, Târgu-Mureş, RomaniaAndrea Ponchia, Padova, ItalyTatjana Potpara, Belgrade, SerbiaSophie Potter, Edinburgh, UKQi Qi, Shanghai, ChinaAntje Rauers, Jena, GermanyNeil D. Reeves, Lancaster, UKMichaela Rippl, Munich, GermanyAndré Luiz Felix Rodacki, Curitiba, BrazilPatrick Roigk, Stuttgart, GermanyJ. Ray Runyon, Tucson, AZ, USAJennifer Rusted, Brighton, UKKunihiro Sakuma, Tokyo, JapanMichele Samaja, Milan, ItalySusumu Sato, Kyoto, JapanSebastian E. Sattui, Pittsburgh, PA, PittsburghJennifer Scheel-Barteit, Erlangen, GermanyMaximilian Schmeisser, Aachen, GermanyDaniel Schoene, Erlangen, GermanyPaulo Adriano Schwingel, Petrolina, BrazilMichiko Sekiya, Ōbu, JapanFabio Selovin, Jena, GermanyShilpa Sharma, Melbourne, VIC, AustraliaLiangyu Shi, Hong Kong, ChinaMio Shinozaki, Ōbu, JapanMarina Shkreli, Nice, FranceEleanor Marie Simonsick, Baltimore, MD, USABrent J. Small, Chapel Hill, NC, USATomasz Smiatacz, Gdynia, PolandDaniel Sokolowski, Trondheim, NorwaySalil Soman, Boston, MA, USASoon Yeng Soo Hoo, Sydney, NSW, AustraliaLuca Soraci, Cosenza, ItalySean Stanelle, College Station, TX, USASerena Stephenson, Lodz, PolandRobert R.H. Vander Stichele, Gent, BelgiumElsa S. Strotmeyer, Pittsburgh, PA, USATim Stuckenschneider, Oldenburg, GermanyJian Sun, Denver, CO, USAShaoxiong Sun, Sheffield, UKAlexey Surov, Bochum, GermanyYasuharu Tabara, Kyoto, JapanShabnam Tahamtan, Isfahan, IranMaw Pin Tan, Kuala Lumpur, MalaysiaRuth Teh, Grafton, New ZealandAntonio Terracciano, Tallahassee, FL, USAAndrea Ticinesi, Parma, ItalyAnna Tirkkonen, Jyväskylä, FinlandNima Toosizadeh, Cedar Key-Yankeetown, FL, USACaterina Trevisan, Ferrara, ItalyRuby Tsang, Bristol, UKElif G Umit, Edime, TurkeyVeronika van der Wardt, Marburg, GermanyJaap Van Netten, Amsterdam, The NetherlandsAndre J. van Wijnen, Burlington, VT, USAMichael Vassallo, Bournemouth, UKDorothee Volkert, Nuremberg, GermanyColby J. Vorland, Bloomington, IN, USAFengyi Wang, Chengdu, ChinaJuehan Wang, Hong Kong, ChinaYipeng Wang, Yantai, ChinaChanghong Wang, Guangzhou, ChinaMengmeng Wang, Hefei, ChinaNatwipa Wanicharoen, Chiang Mai, ThailandNaili Wei, Shantou, ChinaDavid Weiss, Halle, GermanyMatthew Welhaf, St. Louis, MO, USAChristian Werner, Heidelberg, GermanyMarkus Wettstein, Berlin, GermanyTim D. Windsor, Adelaide, SA, AustraliaMaria Wirth, Jena, GermanyKam Cheong Wong, Sydney, NSW, AustraliaJianning Wu, Fuzhou, ChinaRoshna Wunderlich, Harrisonburg, VA, USAKaipeng Xie, Singapore, SingaporeZherong Xu, Hangzhou, ChinaTetsuya Yagi, Nagoya, JapanShugo Yajima, Kashiwa, JapanYi-Jian Yang, Hong Kong, ChinaChen-Cheng Yang, Kaohsiung, TaiwanXiangji Ying, Baltimore, MD, USAKazuki Yokoyama, Sapporo, JapanYoshihiro Yoshimura, Kumamoto, JapanHamed Zandian, Ardabil, IranYi Zhang, Shanghai, ChinaQuan Zhang, Beijing, ChinaXianyi Zhang, Guangzhou, ChinaXin Zhang, Beijing, ChinaJingyi Zhang, Hälsovägen, SwedenWeihong Zhang, Camperdown, VIC, AustraliaYang Zhao, Shenzhen, ChinaJunhong Zhou, Boston, MA, USAHe Zhou, Huashucun, ChinaZhongjun Zhou, Hong Kong, ChinaJingxin Zhou, Beijing, ChinaRuigong Zhu, Nanjing, ChinaDaria Zibrova, Jena, GermanyTania Zieschang, Oldenburg, Germany
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) | 0.001 | 0.003 |
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".