{"id":"W4312036757","doi":"10.1093/geroni/igac059.2732","title":"A PSYCHOMETRICALLY ROBUST LONGITUDINAL RESEARCH MEASURE OF FRAILTY: FIVE DIMENSIONS ACROSS AGE AND TIME","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Longitudinal study; Construct (python library); Psychology; Measure (data warehouse); Longitudinal data; Exploratory factor analysis; Gerontology; Clinical psychology; Psychometrics; Medicine; Statistics; Computer science; Mathematics; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01760121,0.0002872153,0.0005515808,0.00269655,0.0006571919,0.001171319,0.0006600209,0.0005635738,0.001801299],"category_scores_gemma":[0.04665706,0.0001514908,0.001213004,0.002470546,0.000715393,0.001682528,0.001427651,0.0008325438,0.0002225381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007426285,"about_ca_system_score_gemma":0.001912084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00220202,"about_ca_topic_score_gemma":0.003165183,"domain_scores_codex":[0.9958192,0.002148251,0.0007543741,0.0003955594,0.0007318468,0.0001507399],"domain_scores_gemma":[0.9773752,0.008367405,0.00616401,0.002269973,0.0050271,0.0007963257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002553879,0.0003872665,0.8754842,0.0003774958,0.0005917878,0.00006968174,0.002604411,0.001258409,0.001940728,0.0055971,0.002565964,0.1088676],"study_design_scores_gemma":[0.00004688163,0.0009999683,0.9848039,0.000234904,0.0002290589,0.000146169,0.001056124,0.003515061,0.0009112468,0.005171666,0.002830038,0.00005492267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9164751,0.001315086,0.06977021,0.001481864,0.0001185544,0.001029554,0.003954496,0.000161285,0.005693866],"genre_scores_gemma":[0.9622998,0.0002328993,0.03450682,0.0002099103,0.00004328342,0.000920835,0.001440795,0.00001138484,0.0003344486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01760121,"threshold_uncertainty_score":0.09308517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432567539655855,"score_gpt":0.4020679494937932,"score_spread":0.2588111955282077,"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."}}