{"id":"W4394679701","doi":"10.20944/preprints202404.0489.v1","title":"Five Factor Frailty Measure. Psychometrically Robust Research Tool for the English Longitudinal Study on Ageing.","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Measure (data warehouse); Ageing; Psychology; Factor (programming language); Gerontology; Clinical psychology; Computer science; Medicine; 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":[0.01392145,0.0005074953,0.0009036598,0.003141807,0.0007609052,0.0007019828,0.001085781,0.0005094058,0.005647342],"category_scores_gemma":[0.03986264,0.0004263629,0.00183133,0.002111792,0.0003889496,0.001926285,0.0017609,0.001644147,0.001492916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192531,"about_ca_system_score_gemma":0.002143067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004776931,"about_ca_topic_score_gemma":0.01027986,"domain_scores_codex":[0.9951941,0.001913106,0.001070146,0.0003047556,0.001270185,0.0002476167],"domain_scores_gemma":[0.9810465,0.006150946,0.004471705,0.001066743,0.006187232,0.00107686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001690325,0.001357395,0.61236,0.001686471,0.000769842,0.0002951699,0.003407438,0.00130034,0.001003835,0.002855219,0.09295533,0.2803186],"study_design_scores_gemma":[0.0002791337,0.0009241677,0.9585227,0.0007013386,0.0001377509,0.0002743615,0.0009586985,0.001158856,0.000305349,0.001768382,0.03489162,0.00007763033],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7181529,0.009577622,0.05592079,0.005424077,0.00115221,0.03123994,0.1378572,0.001819306,0.03885588],"genre_scores_gemma":[0.7791947,0.002678545,0.0827668,0.002069342,0.0001827831,0.05205255,0.06739926,0.0002655916,0.01339047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392145,"threshold_uncertainty_score":0.07362455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5850330714158705,"score_gpt":0.5247344776402028,"score_spread":0.06029859377566771,"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."}}