{"meta":{"query_hash":"64a8f039147b","filters":{"venue":"Gerontology & Geriatric Medicine"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/64a8f039147b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Gerontology+%26+Geriatric+Medicine"},"results":[{"id":"W2751073715","doi":"10.24966/ggm-8662/100010","title":"Exercise and Antioxidant Intake in Aging Normotensive and Hypertensive Individuals","year":2016,"lang":"en","type":"article","venue":"Gerontology & Geriatric Medicine","topic":"Exercise and Physiological Responses","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; Huntington University; Laurentian University","funders":"","keywords":"Antioxidant; Disease; Medicine; Internal medicine; Physiology; Cardiology; Gerontology; Endocrinology; Biology; Biochemistry","score_opus":0.029037687832794378,"score_gpt":0.29183687655096835,"score_spread":0.262799188718174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2751073715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99708647,0.0019109435,0.00003779571,0.000062717736,0.000015258764,0.0000064385904,0.00021494426,0.0000034164782,0.00066200196],"genre_scores_gemma":[0.9980003,0.00074876315,0.00008658719,0.000059200698,0.00002498603,0.000011443716,0.00027893198,0.0000012579727,0.00078858645],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99992144,0.000018701156,0.0000115601015,0.000014046556,0.000015728803,0.000018474733],"domain_scores_gemma":[0.9997476,0.000033266057,0.000075204305,0.000011256461,0.000026595617,0.00010607834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002191836,0.00017253832,0.00036186608,0.00047067247,0.00023293898,0.00027556482,0.00012371516,0.0003302991,0.0009734723],"category_scores_gemma":[0.0004619309,0.00014858607,0.00025159042,0.0005179402,0.00009383453,0.00022769242,0.00023600887,0.00037649806,0.00013309345],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008365285,0.0013996221,0.95842314,0.00017192125,0.00065515307,0.00033028182,0.00039869145,0.00013648541,0.006366865,0.00009982078,0.0005430625,0.023109578],"study_design_scores_gemma":[0.000016979926,0.00041116652,0.9991067,0.000005822812,0.00006826108,0.000051985735,0.00005406259,0.00005352429,0.000070965194,0.000029665753,0.00012805838,0.0000027347269],"about_ca_topic_score_codex":0.0042779385,"about_ca_topic_score_gemma":0.006513458,"teacher_disagreement_score":0.0042779385,"about_ca_system_score_codex":0.0001395264,"about_ca_system_score_gemma":0.00012343576,"threshold_uncertainty_score":0.00850606},"labels":[],"label_agreement":null},{"id":"W2752127412","doi":"10.24966/ggm-8662/100007","title":"Prevalence of Adverse Drug Events in Long Term Care: Variations in Screening Between Nurses and Physician-Pharmacist Reviewers","year":2015,"lang":"en","type":"article","venue":"Gerontology & Geriatric Medicine","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University; Centre for Advancing Health Outcomes; University of British Columbia; Providence Health Care","funders":"Canadian Patient Safety Institute","keywords":"Medicine; Pharmacist; Drug reaction; Family medicine; Drug; MEDLINE; Medical record; Health professionals; Protocol (science); Health care; Nursing; Emergency medicine; Pharmacy; Alternative medicine; Internal medicine; Psychiatry","score_opus":0.1319423825398279,"score_gpt":0.43130666650046173,"score_spread":0.29936428396063386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2752127412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995739,0.0012327811,0.00039458435,0.00032968662,0.00003848761,0.000050249273,0.000519728,0.000021156693,0.0016743371],"genre_scores_gemma":[0.9988053,0.00027496376,0.00029203607,0.00010598755,0.00002053783,0.00002617813,0.0003076671,0.0000075455587,0.00015973864],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9915141,0.0025828704,0.0019147223,0.0010542785,0.0024188021,0.0005153088],"domain_scores_gemma":[0.95729613,0.012617094,0.019236565,0.001000233,0.0075785783,0.002271378],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005097339,0.00015070329,0.00043469205,0.002221953,0.00054588896,0.0009010127,0.0006795556,0.0006122803,0.0017112975],"category_scores_gemma":[0.041099034,0.00029530123,0.00052750786,0.001787582,0.0003384989,0.00091767847,0.0013237491,0.00048284855,0.00039281766],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009219988,0.000020823138,0.99495727,0.00003382344,0.000053462103,0.00004971174,0.0004303834,0.000018783328,0.00012395438,0.000012349626,0.00029642324,0.0039108586],"study_design_scores_gemma":[0.0000027663023,0.000035215202,0.99908435,0.000019862406,0.000008338864,0.00016801673,0.0004176472,0.0000767984,0.00004055073,0.000011686866,0.0001287755,0.000005990258],"about_ca_topic_score_codex":0.010633697,"about_ca_topic_score_gemma":0.017644703,"teacher_disagreement_score":0.010633697,"about_ca_system_score_codex":0.00092291634,"about_ca_system_score_gemma":0.0007906397,"threshold_uncertainty_score":0.026957631},"labels":[],"label_agreement":null},{"id":"W2999129784","doi":"10.24966/ggm-8662/100041","title":"Elderly People With Disabilities And Natural Disasters: Vulnerability Of Seniors And Post Trauma","year":2019,"lang":"en","type":"article","venue":"Gerontology & Geriatric Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Vulnerability (computing); Natural disaster; Gerontology; Psychology; Medical emergency; Medicine; Computer security; Geography; Computer science","score_opus":0.025346084823375453,"score_gpt":0.3468058792644294,"score_spread":0.32145979444105394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999129784","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992389,0.0011821723,0.00004547692,0.0020357806,0.000040716834,0.000013389011,0.00022016205,0.000002541426,0.0040708217],"genre_scores_gemma":[0.99704844,0.0017596665,0.000051711384,0.00036033653,0.00004046667,0.000009626336,0.000082953076,0.000001363972,0.0006454985],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994824,0.00013393493,0.000043981767,0.00003501967,0.00009189774,0.00021284232],"domain_scores_gemma":[0.99915206,0.00008016231,0.00023376253,0.000022433147,0.00014184718,0.00036961553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004367397,0.00019330972,0.00031700157,0.0011529954,0.00226213,0.0014969377,0.00024958898,0.0005638462,0.002839685],"category_scores_gemma":[0.0023677228,0.00016677724,0.00037583575,0.00122553,0.0006703585,0.0016440534,0.0030603134,0.00072953955,0.00026549265],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013526613,0.00016136459,0.90874225,0.000164985,0.00012237094,0.0022177235,0.047846466,0.000087821136,0.00024801548,0.0008580416,0.00454078,0.0348749],"study_design_scores_gemma":[0.000005261346,0.00021939605,0.82505566,0.00024169382,0.00003852609,0.0029025038,0.16272172,0.0000824692,0.000044246142,0.0014137196,0.0072440524,0.000030776315],"about_ca_topic_score_codex":0.015402821,"about_ca_topic_score_gemma":0.027937837,"teacher_disagreement_score":0.015402821,"about_ca_system_score_codex":0.00069873495,"about_ca_system_score_gemma":0.0009745488,"threshold_uncertainty_score":0.030626357},"labels":[],"label_agreement":null},{"id":"W3214845503","doi":"10.24966/ggm-8662/100109","title":"Exploring Ethno-Cultural Variations in Self-Ratings and Determinants of Healthy Aging among Canadians: A Population-Based Study Using Canadian Longitudinal Study on Aging (CLSA) Data","year":2021,"lang":"en","type":"article","venue":"Gerontology & Geriatric Medicine","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Healthy aging; Gerontology; Longitudinal study; Psychology; Population ageing; Successful aging; Self-rated health; Population; Social psychology; Demography; Sociology; Medicine","score_opus":0.3892066619527535,"score_gpt":0.468994541815596,"score_spread":0.07978787986284253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3214845503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942368,0.0004333529,0.00032791964,0.00024350727,0.000021526701,0.00014043291,0.0027566624,0.0000073371157,0.0018323557],"genre_scores_gemma":[0.99657923,0.0003223172,0.0006839792,0.00019578521,0.000008479989,0.00008912139,0.0016323068,0.000007079312,0.0004817092],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998422,0.00019110327,0.0001120545,0.00029373026,0.00050151476,0.00047960295],"domain_scores_gemma":[0.99696046,0.00023490237,0.0004982948,0.00015449677,0.001586439,0.00056525995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024107667,0.0006327427,0.0004770324,0.0024824585,0.0062291776,0.0015458638,0.0013516357,0.00056247425,0.002191203],"category_scores_gemma":[0.0041723736,0.00044965974,0.00094193814,0.00524509,0.0012626391,0.00064210175,0.0015276377,0.0009358004,0.0002282221],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006717472,0.00008725205,0.9847846,0.000078247525,0.00011936888,0.000074801224,0.008216898,0.0000692891,0.0002777125,0.00025847615,0.0012050784,0.0047611254],"study_design_scores_gemma":[0.000009449892,0.000033288754,0.9902276,0.000054609354,0.000044040753,0.000052919913,0.008028067,0.00014197899,0.00006717239,0.000047373676,0.001270545,0.000023006016],"about_ca_topic_score_codex":0.9900956,"about_ca_topic_score_gemma":0.99369806,"teacher_disagreement_score":0.015304953,"about_ca_system_score_codex":0.015304953,"about_ca_system_score_gemma":0.021077458,"threshold_uncertainty_score":0.11104572},"labels":[],"label_agreement":null},{"id":"W4243665811","doi":"10.24966/ggm-8662/100072","title":"A Sketch Of Nutritional Challenges, Awareness And Resources For Older Adults In Ontario","year":2020,"lang":"en","type":"article","venue":"Gerontology & Geriatric Medicine","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sketch; Gerontology; Psychology; Computer science; Medicine","score_opus":0.08929141386683148,"score_gpt":0.33512106076607,"score_spread":0.24582964689923853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243665811","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09963216,0.46301165,0.0028751018,0.2265316,0.0031174754,0.00042972877,0.009993156,0.00016576053,0.19424349],"genre_scores_gemma":[0.38221565,0.5546406,0.00792139,0.01752134,0.00062792294,0.00041278295,0.0026292522,0.00005881133,0.03397239],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99938023,0.000077936,0.00007781265,0.000056228157,0.00022862034,0.00017913601],"domain_scores_gemma":[0.9984459,0.0002283698,0.000207238,0.00003518102,0.00079475105,0.00028857915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011515887,0.00041499065,0.0003735388,0.003807955,0.00487629,0.0040730922,0.0010034742,0.0010050065,0.0062527563],"category_scores_gemma":[0.0026379002,0.00026390425,0.0005139474,0.008140417,0.0023801248,0.0025249417,0.0018853445,0.0013014055,0.0005084906],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011373128,0.00007549839,0.078488044,0.014946368,0.00014720582,0.0046725953,0.14434966,0.0010769124,0.0015426287,0.12792675,0.22496714,0.40169355],"study_design_scores_gemma":[0.000012593425,0.000048078018,0.09131261,0.008674114,0.00011704511,0.0009555799,0.09320323,0.00020954524,0.00016212734,0.008909937,0.79632777,0.000067322144],"about_ca_topic_score_codex":0.9657606,"about_ca_topic_score_gemma":0.9889325,"teacher_disagreement_score":0.05463722,"about_ca_system_score_codex":0.05463722,"about_ca_system_score_gemma":0.099176824,"threshold_uncertainty_score":0.39642268},"labels":[],"label_agreement":null},{"id":"W4390621076","doi":"10.24966/ggm-8662/100193","title":"Ethical Challenges Experienced by Older Adults with Cognitive Impairments in the Continuum of Health and Social Services: Examples Drawn From the Professional Experiences of Occupational Therapists","year":2023,"lang":"en","type":"article","venue":"Gerontology & Geriatric Medicine","topic":"Resilience and Mental Health","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Neurocognitive; Cognition; Psychology; Occupational therapy; Psychiatry; Clinical psychology; Medicine; Gerontology","score_opus":0.058201288251694704,"score_gpt":0.42741730213076073,"score_spread":0.36921601387906605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390621076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7741277,0.02402607,0.009735224,0.123125106,0.0027870003,0.00025980832,0.00016540539,0.000051609,0.06572204],"genre_scores_gemma":[0.9601178,0.011460641,0.0034250624,0.018415967,0.00068878464,0.00018523596,0.000069400056,0.00006680945,0.0055702594],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9820968,0.013144187,0.00057626446,0.0005402482,0.0020235325,0.0016190484],"domain_scores_gemma":[0.98156667,0.011009427,0.0018215613,0.00044409942,0.0021008884,0.003057518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0130191,0.00063650234,0.00067981274,0.0013403485,0.017775686,0.00786867,0.0018849757,0.0055125565,0.0022562654],"category_scores_gemma":[0.023853142,0.00045452098,0.0007681993,0.0012732404,0.01508884,0.0060112774,0.015424141,0.010914412,0.00043492956],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030698196,0.000083184306,0.0037958603,0.00027167972,0.000020842757,0.0032076973,0.9622882,0.000081876075,0.00024517457,0.008845888,0.009030292,0.012098509],"study_design_scores_gemma":[0.000008860932,0.00004204137,0.0022034731,0.00071730383,0.000010867611,0.003024859,0.9481438,0.00011306668,0.00011686513,0.004367677,0.041222036,0.000029267347],"about_ca_topic_score_codex":0.009636869,"about_ca_topic_score_gemma":0.033328228,"teacher_disagreement_score":0.017775686,"about_ca_system_score_codex":0.0052104383,"about_ca_system_score_gemma":0.009137834,"threshold_uncertainty_score":0.068852425},"labels":[],"label_agreement":null},{"id":"W4414037696","doi":"10.24966/ggm-8662/100259","title":"Walking Through a Museum, Moving Toward Health: Integrating Art into Public Health System for Older Adults","year":2025,"lang":"en","type":"article","venue":"Gerontology & Geriatric Medicine","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public health; Gerontology; Visual arts; Psychology; Medicine; Art; Nursing","score_opus":0.06791603404027928,"score_gpt":0.3362314269698257,"score_spread":0.2683153929295464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414037696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9548341,0.019540768,0.00035120515,0.009724512,0.0004317568,0.0037913055,0.0006468316,0.000063892054,0.010615698],"genre_scores_gemma":[0.97416544,0.014621436,0.0033745647,0.003168191,0.00045916426,0.0016981532,0.00044173317,0.000009218721,0.0020620944],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99949074,0.00021698372,0.000036049838,0.000039172053,0.00010121888,0.00011568647],"domain_scores_gemma":[0.9990957,0.00013342092,0.00009938535,0.00003126425,0.00010257911,0.000537754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012126399,0.00030025974,0.0005357943,0.00032881208,0.0013828818,0.0007792109,0.0007101101,0.0008343557,0.0052859304],"category_scores_gemma":[0.0027020408,0.00014880016,0.00084529014,0.0005096161,0.00039884087,0.0004934841,0.0010517221,0.0012102177,0.00023736988],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.03141423,0.05083074,0.030915337,0.006674502,0.0011798783,0.00019217479,0.0024150829,0.0005182918,0.001987221,0.00041116492,0.012497696,0.8609635],"study_design_scores_gemma":[0.08307667,0.18460992,0.6670378,0.006734359,0.0038859423,0.00025405062,0.004238413,0.0012577455,0.001543657,0.00089416996,0.0463386,0.00012867068],"about_ca_topic_score_codex":0.10165668,"about_ca_topic_score_gemma":0.3826961,"teacher_disagreement_score":0.10165668,"about_ca_system_score_codex":0.0021729346,"about_ca_system_score_gemma":0.0066290665,"threshold_uncertainty_score":0.20212996},"labels":[],"label_agreement":null}]}