{"id":"W4405960148","doi":"10.1093/geroni/igae098.0801","title":"THE TEMPORAL SEQUENCE OF FRAILTY, SOCIAL ISOLATION, AND LONELINESS IN OLDER ADULTS ACROSS 21 YEARS","year":2024,"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":"Concordia University","funders":"","keywords":"Loneliness; Social isolation; Gerontology; Isolation (microbiology); Sequence (biology); Psychology; Medicine; Biology; Psychiatry; Genetics; Bioinformatics","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":[0.001989909,0.0001765006,0.0003103707,0.0006743364,0.0003827394,0.000666304,0.0004128776,0.0004343267,0.001373313],"category_scores_gemma":[0.005237445,0.0002281294,0.0006634403,0.001178731,0.0002138725,0.0006574478,0.001118309,0.0006814766,0.000189544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003897963,"about_ca_system_score_gemma":0.0004542808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02951114,"about_ca_topic_score_gemma":0.04191835,"domain_scores_codex":[0.9992262,0.0002756332,0.0000931429,0.0001966988,0.00009647385,0.0001118011],"domain_scores_gemma":[0.9975129,0.0004996276,0.001069021,0.0002311139,0.0003791419,0.0003081406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005474108,0.00001460066,0.9977422,0.00001410229,0.0001283476,0.00003084118,0.0002566489,0.0001090873,0.00008166883,0.0000442614,0.0001420585,0.001381513],"study_design_scores_gemma":[8.478664e-7,0.00001302971,0.9995485,0.000006294793,0.00001100876,0.00001575515,0.0001289414,0.0001455869,0.000008657214,0.00002047294,0.00009879672,0.000002082918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974018,0.0005972804,0.0002487034,0.00009430906,0.0000142021,0.000006527531,0.001297679,0.000003751589,0.0003358112],"genre_scores_gemma":[0.9984049,0.0001425186,0.00008561768,0.00002238851,0.000008532966,0.00001359925,0.00114251,0.000001454438,0.0001783779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02951114,"threshold_uncertainty_score":0.05867869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03499927854950011,"score_gpt":0.3570231857212008,"score_spread":0.3220239071717007,"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."}}