{"id":"W4399999024","doi":"10.1016/j.puhe.2024.05.025","title":"Biopsychosocial risk factors for subjective cognitive decline among older adults during the COVID-19 pandemic: a population-based study","year":2024,"lang":"en","type":"article","venue":"Public Health","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Loneliness; Population; Mental health; Cohort; Biopsychosocial model; Cohort study; Dementia; Pandemic; Attendance; Gerontology; Environmental health; Psychiatry; Coronavirus disease 2019 (COVID-19); Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002519166,0.0002179996,0.0003263345,0.0003462468,0.0007465751,0.0001751913,0.0001188575,0.00008113528,0.0002333333],"category_scores_gemma":[0.002897828,0.000144063,0.0001759032,0.0007323137,0.00008503698,0.0001578693,0.00005105275,0.0004571324,0.00001132222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007189547,"about_ca_system_score_gemma":0.001771651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006616048,"about_ca_topic_score_gemma":0.002838614,"domain_scores_codex":[0.9970518,0.0005626122,0.0004372228,0.0005716942,0.000659997,0.0007167018],"domain_scores_gemma":[0.9969569,0.001703271,0.0001419575,0.0001767064,0.0003329545,0.0006881803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003809264,0.0007630628,0.9825546,0.0004492768,0.0002518522,0.000009303925,0.006628396,4.370877e-7,0.000001092855,0.00001078921,0.00007851732,0.008871766],"study_design_scores_gemma":[0.005493773,0.0009429835,0.9801421,0.0001230628,0.00008044347,0.000004087648,0.01201837,0.0004388311,0.000004427107,0.00005190899,0.0005662771,0.0001337673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812604,0.0001831021,0.004159175,0.00722399,0.000229437,0.006279583,0.0003558831,0.0002456994,0.00006275043],"genre_scores_gemma":[0.9966101,0.00003285929,0.00001749933,0.001495279,0.0002796568,0.0009332018,0.0003697809,0.00004221125,0.0002194352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0153497,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06169308053609596,"score_gpt":0.4164239596894262,"score_spread":0.3547308791533303,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}