Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Dementia and Geriatric Cognitive Disorders:Carla Abdelnour, Barcelona, SpainMohammed Afsar, Delhi, IndiaJun Aida, Tokyo, JapanDeepa Alex, Kuala Lumpur, MalaysiaAhmed Alkhiri, Jeddah, Saudi ArabiaZahra Althalaya, Beirut, LebanonEhsan Amini-Salehi, Rasht, IranLastuka Amy, Seattle, WA, USABritt Appelhof, Nijmegen, The NetherlandsMohammad R. Asadi, Tabriz, IranHadis Ashrafizadeh, Dezful, IranWan-Tai M. Au-Yeung, Portland, OR, USAPablo Bagnati, Buenos Aires, ArgentinaSteve Balsis, Lowell, MA, USAEce Bayram, Aurora, CO, USAAtanu Biswas, Kolkata, IndiaImrich Blasko, Innsbruck, AustriaStefano Boffelli, Brescia, ItalyWyllians V. Borelli, Porto Alegre, BrazilLisa Bransby, Melbourne, VIC, AustraliaBreanna M. Bullard, Berkeley, CA, USAEstela Calatayud, Zaragoza, SpainRichard Camicioli, Edmonton, AB, CanadaXuanye Cao, Shanghai, ChinaDavide Cappon, Cambridge, MA, USAKamalesh Chakravarty, Chandigarh, IndiaYajun Cheng, Chengdu, ChinaDae Young Cheon, Hwaseong-si, Republic of KoreaArtur Chudzik, Warsaw, PolandFrances Chung, Toronto, ON, CanadaVasilios C. Constantinides, Athens, GreeceAna Isabel Corregidor-Sánchez, Ciudad Real, SpainNilton Custodio, Lima, PeruAminette D'Souza, Oxford, UKAlfonso Delgado-Alvarez, Madrid, SpainHannes Devos, Kansas City, MO, USAXiaowei Dong, Gothenburg, SwedenErica Dove, Toronto, ON, CanadaShai Efrati, Zerifin, IsraelRatnavalli Ellajosyula, Bangalore, IndiaJulie L. Ellis, Milwaukee, WI, USAMesut Engin, Bursa, TurkeyBerrin I. Erguder, Ankara, TurkeyHelga Eyjolfsdottir, Reykjavik, IcelandRosemary Fama, Stanford, CA, USASanne Franzen, Rotterdam, The NetherlandsToshiya Fukui, Kawasaki, JapanLorenzo Gaetani, Perugia, ItalyXavier Gallart-Palau, Lleida, SpainAlma Ghirelli, Milan, ItalyAndrew Simon Gilbert, Melbourne, VIC, AustraliaIsabel Gómez-Soria, Zaragoza, SpainXianmin Gong, Hong Kong, ChinaDaniel Grühn, Raleigh, NC, USAElif Gungor, Bolu, TurkeyAlexandru Hanganu, Montreal, QC, CanadaJahfer Hasoon, Newcastle upon Tyne, UKAnna K. Hernandez, Dresden, GermanyRobert Hoerr, Bretten, GermanyMarieke P. Hoevenaar-Blom, Amsterdam, The NetherlandsEva Hogervorst, Loughborough, UKLida Hosseini, Tehran, IranNan Hu, Lund, SwedenChaur-Jong Hu, Taipei, TaiwanMustafa Humayun, Montreal, QC, CanadaAhmet T. Isik, Izmir, TurkeyHanna K. Isotalus, Bristol, UKOshadi Jayakody, Bronx, NY, USAPierre Jouvelot, Paris, FranceYogesh Kalkonde, Ambikapur, IndiaFarooq Kamal, Montreal, QC, CanadaZeeshan A. Khan, Gainesville, FL, USAMineaki Kitamura, Nagasaki, JapanSaadet Koc, Izmir, TurkeyCaroline Komatsu, São Paulo, BrazilAbrielle Lamphere, Indianapolis, IN, USALaura Lappalainen, Kuopio, FinlandPaweł Larionow, Wrocław, PolandVictoire Leroy, Tours, FranceXiaofeng Li, Chongqing, ChinaIoannis Liampas, Volos, GreeceChi-Ying (Roy) Lin, Houston, TX, USAFei Liu, Staten Island, NY, USALinda Liu, Toronto, ON, CanadaYang Liu, Edmonton, AB, CanadaKen Joey Loh, Petaling Jaya, MalaysiaHuabin Luo, Greenville, NC, USAJohan Luthman, Copenhagen, DenmarkRayaz A. Malik, Doha, QatarSofia Marcolini, Groningen, The NetherlandsLuciano I. M. Mariano, Belo Horizonte, BrazilFrancesca R. Marino, Boston, MA, USASophie E. Mastenbroek, Lund, SwedenKosuke Matsuzono, Shimotsuke, JapanAnna M. Matziorinis, Bergen, NorwayMaryam Mehdizadeh, Tehran, IranMaddison L. Mellow, Adelaide, SA, AustraliaIndranil Mukhopadhyay, Lincoln, NE, USARüstem Mustafaoglu, Istanbul, TurkeyJunya Nakamura, Ōbu, JapanEtsuro Nakanishi, Kyoto, JapanToan H. Ngo, Can Tho, VietnamPeter A. Noone, Dublin, IrlandArmin Nowroozpoor, Lincoln, NE, USAKatya T. Numbers, Sydney, NSW, AustraliaBirgitta Olofsson, Umeå, SwedenGülüzar Özbolat, Sinop, TurkeyDikang Pan, Jinan, ChinaMahsa Panahi-Shokouh, Isfahan, IranPiero Parchi, Bologna, ItalyJose F. Parodi, La Molina, PeruJordi Perez-Tur, Valencia, SpainDavid Piekarski, Menlo Park, CA, USAAngelina J. Polsinelli, Burnaby Heights, BC, CanadaJackie M. Poos, Rotterdam, The NetherlandsBoris Punchik, Beer Sheva, IsraelAhmed M. Radwan, Leuven, BelgiumAlberto R. Ramos, Miami, FL, USAIris Rawtaer, Singapore, SingaporeElisa P.F. Resende, San Francisco, CA, USAColin Rosenau, Maastricht, The NetherlandsHeather M. Ross, Tempe, AZ, USASeyed E. Saffari, Singapore, SingaporeVictoria Sanborn, Providence, RI, USAStina Saunders, Edinburgh, UKJoana Senger, Porto Alegre, BrazilNabina Sharma, Greater Sudbury, ON, CanadaTe-Chun Shen, Taichung, TaiwanThazin Shwe, Chiang Mai, ThailandChanda Simfukwe, Seoul, Republic of KoreaMingke Song, Shanghai, ChinaBing Xin Song, Toronto, ON, CanadaJanine Stein, Leipzig, GermanyAriana M. Stickel, San Diego, CA, USATarun K. Suvvari, Kākināda, IndiaDavynn G.H. Tan, Hong Kong, ChinaMolly B. Tassoni, Philadelphia, PA, USAYe Tian, New York City, NY, USALotte S. Truin, Maastricht, The NetherlandsPaula Trzepacz, Indianapolis, IN, USAShuichi Ueno, Toon, JapanIsabela Vanni, Porto Alegre, BrazilDivya Vanoh, Kelantan, MalaysiaAmelia N. Vidyanti, Yogyakarta, IndonesiaAdrian S. Wagg, Edmonton, AB, CanadaSarah Waicus, London, UKLiqin Wang, Boston, MA, USAMax J. Western, Bath, UKYu-Tao Xiang, Taipa, ChinaDanqing Xiao, Weston, FL, USAHawking Yam, Minneapolis, MN, USAYu Yang, Changchun, ChinaRachael Yu, Sydney, NSW, AustraliaYaqun Yuan, East Lansing, MI, USAJesse Zanker, Parkville, VIC, AustraliaDan Zhao, Jinan, ChinaHong Zhao, Sugar Land, TX, USAYifan Zhao, Pittsburgh, PA, USAZiyang Zheng, Luzhou, ChinaBin Zhou, Nagoya, JapanYiqi Zhu, St. Louis, MO, 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 | 0.245 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.018 | 0.011 |
| Open science | 0.006 | 0.008 |
| Research integrity | 0.007 | 0.008 |
| Insufficient payload (model declined to judge) | 0.275 | 0.195 |
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".