{"id":"W7162006195","doi":"10.82308/29978","title":"Characterization of depression subtypes and depression chronicity in middle aged and older adults: An Analysis of the Canadian Longitudinal Study on Aging (CLSA)","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Longitudinal study; Stressor; Logistic regression; Allostatic load; Epidemiology; Depressive symptoms; Center for Epidemiologic Studies Depression Scale","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002612909,0.0004922244,0.0007177852,0.002360841,0.002295858,0.000993458,0.001502907,0.0006350856,0.000834749],"category_scores_gemma":[0.00376022,0.00039609,0.001258914,0.006647981,0.0005127955,0.0004457051,0.001372598,0.0008604824,0.0001396584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01063107,"about_ca_system_score_gemma":0.0141037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9750518,"about_ca_topic_score_gemma":0.9778904,"domain_scores_codex":[0.9987894,0.0001496557,0.00009742762,0.0002265472,0.0004762871,0.0002607994],"domain_scores_gemma":[0.9975895,0.0001349707,0.0004100364,0.0001770339,0.001191456,0.0004970699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006352342,0.00001231989,0.9978793,0.00001620162,0.00009781425,0.0000167863,0.0002060494,0.00003097388,0.00004793212,0.00003876142,0.0003109399,0.001279471],"study_design_scores_gemma":[0.000002968153,0.000008908005,0.999526,0.000006062387,0.00001832539,0.00001117224,0.0001590187,0.00007589581,0.000005633338,0.000006462622,0.0001769897,0.00000250021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904048,0.001854509,0.0001611681,0.0002407008,0.00001663443,0.00009430898,0.00648824,0.000007367193,0.0007322602],"genre_scores_gemma":[0.9926243,0.0009473899,0.0003944019,0.00008745187,0.00001102429,0.00007298993,0.005536801,0.00000418008,0.0003214033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02494824,"threshold_uncertainty_score":0.07713419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06008473825966911,"score_gpt":0.3825540636555548,"score_spread":0.3224693253958857,"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."}}