{"id":"W4205230129","doi":"10.1093/geront/gnac004","title":"Environmental Influences on Life Satisfaction and Depressive Symptoms Among Older Adults With Multimorbidity: Path Analysis Through Loneliness in the Canadian Longitudinal Study on Aging","year":2022,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"Canadian Institutes of Health Research","keywords":"Loneliness; Path analysis (statistics); Gerontology; Multimorbidity; Life satisfaction; Depressive symptoms; Psychology; Successful aging; Depression (economics); Aging in place; Longitudinal study; Comorbidity; Clinical psychology; Medicine; Psychiatry; Cognition; Psychotherapist; Computer science","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":[0.0002801314,0.0001924844,0.0002523627,0.0001329314,0.00058646,0.00007261911,0.0001685246,0.00002496903,0.0001114638],"category_scores_gemma":[0.00002266826,0.0001089727,0.00004617302,0.0002867228,0.0003101057,0.0001038887,0.00007515548,0.0003221617,0.000002615745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003753841,"about_ca_system_score_gemma":0.00007630423,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2960453,"about_ca_topic_score_gemma":0.5863003,"domain_scores_codex":[0.9983664,0.0002607504,0.0001876025,0.0004029429,0.0005100326,0.0002722905],"domain_scores_gemma":[0.9992286,0.0001226001,0.0001232264,0.0004445748,0.000008414789,0.00007259996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002500806,0.0002602734,0.98803,0.00001242399,0.0004513224,0.0003039742,0.004700901,0.005111773,3.390128e-7,0.00003384366,0.0000780855,0.0007669991],"study_design_scores_gemma":[0.001819244,0.0004786865,0.9617184,0.00003354916,0.0007909011,0.000008142446,0.03425676,0.0007482331,6.175534e-7,0.000008981717,0.00001368935,0.0001227325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973193,0.0002118458,0.00001505645,0.0008395318,0.00005399566,0.001104268,0.00003395452,0.00002318016,0.0003989142],"genre_scores_gemma":[0.9989546,0.00001645698,0.000004230084,0.0006278777,0.00003833956,0.000284979,0.00004384464,0.00001019178,0.00001946589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.290255,"threshold_uncertainty_score":0.7086424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04828964255128937,"score_gpt":0.3185404646119848,"score_spread":0.2702508220606955,"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."}}