{"id":"W2946807487","doi":"10.1017/s1041610219000486","title":"Health behaviors and multimorbidity resilience among older adults using the Canadian Longitudinal Study on Aging","year":2019,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Canadian Institutes of Health Research; Canada Foundation for Innovation","keywords":"Medicine; Multimorbidity; Mental health; Gerontology; Longitudinal study; Psychological resilience; Comorbidity; Obesity; Context (archaeology); Multilevel model; Psychiatry; Psychology","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":[0.0002962723,0.0001342484,0.0001434589,0.0002389077,0.0001583433,0.0001135082,0.000184758,0.00003082883,0.0001783019],"category_scores_gemma":[0.00003208057,0.0001071466,0.00004354986,0.0001971323,0.0000570705,0.0001244243,0.00004842504,0.0001884025,0.0000210939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004627498,"about_ca_system_score_gemma":0.0002453925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08579554,"about_ca_topic_score_gemma":0.06508412,"domain_scores_codex":[0.9986189,0.000037456,0.0002242141,0.0003849294,0.0005008467,0.000233661],"domain_scores_gemma":[0.999274,0.00003911775,0.0001176609,0.0002990428,0.0000930981,0.0001771211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005405321,0.0002169022,0.9970454,0.00002666596,0.00004572386,0.00003136309,0.0004610355,0.0001285399,0.000002989518,0.0002344107,0.0007998383,0.0009530575],"study_design_scores_gemma":[0.001558019,0.0001422253,0.9944475,0.0001251682,0.00003755809,0.000009680316,0.001251614,0.002036021,0.000001334512,0.00001517298,0.0002789103,0.00009677494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930911,0.0000672145,0.00003828544,0.002174329,0.001154739,0.001026449,0.00001891148,0.00002649183,0.0024025],"genre_scores_gemma":[0.9989641,0.00001864622,0.00008485666,0.0003841793,0.0001897526,0.00001218032,0.00001918384,0.00001512696,0.000311978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071142,"threshold_uncertainty_score":0.9519756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05421316226343446,"score_gpt":0.3995340504286198,"score_spread":0.3453208881651853,"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."}}