{"id":"W4399704294","doi":"10.1089/aid.2023.0126","title":"In Support of Multidimensional Frailty: A Structural Equation Model from the Canadian Positive Brain Health Now Cohort","year":2024,"lang":"en","type":"article","venue":"AIDS Research and Human Retroviruses","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; McGill University; Centre for Advancing Health Outcomes; McGill University Health Centre","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Structural equation modeling; Cohort; Gerontology; Psychology; Medicine; Mathematics; Statistics; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001135173,0.0001253713,0.0002621882,0.0004240558,0.000287268,0.00006795827,0.0001150711,0.0000922969,0.0002876885],"category_scores_gemma":[0.0003811717,0.00009073512,0.0000444068,0.000319849,0.0004300903,0.0001751501,0.00007421029,0.0006754193,0.00002370927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004906429,"about_ca_system_score_gemma":0.001800736,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4274159,"about_ca_topic_score_gemma":0.584717,"domain_scores_codex":[0.9978616,0.000180387,0.000304502,0.0003554209,0.0007870872,0.0005110673],"domain_scores_gemma":[0.9984604,0.0006942074,0.00003033289,0.000265795,0.0002100677,0.0003392111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002658059,0.0000772436,0.8077564,0.0002055193,0.00025306,0.0002321927,0.007049978,0.00003637241,0.006096862,0.03099453,0.1435298,0.003502194],"study_design_scores_gemma":[0.001042925,0.001968245,0.9769949,0.0003898006,0.0000174702,0.00001898041,0.0002700135,0.005292048,0.001154166,0.01018279,0.002526678,0.0001420422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792859,0.0005967643,0.00002697977,0.01825863,0.00005246365,0.0006658777,0.0005745231,0.00001801019,0.0005208339],"genre_scores_gemma":[0.9948903,0.00004547369,0.0005453174,0.002331386,0.0001187268,0.00002358079,0.0002937244,0.00002256495,0.001728865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1692384,"threshold_uncertainty_score":0.5763969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132835428350388,"score_gpt":0.4193960672902768,"score_spread":0.306112524455238,"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."}}