{"id":"W7132958258","doi":"","title":"The Prevalence of Depression and Its Impact on Employment Earnings among Canadian Labor Force Participants","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Earnings; Depression (economics); Cohort; Population; Mental health; Health and Retirement Study; Propensity score matching; Human capital","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":[0.00140346,0.0003207349,0.0003102063,0.001617354,0.003459614,0.001431651,0.001050033,0.0003650786,0.002456167],"category_scores_gemma":[0.005375614,0.0002498359,0.000719725,0.003372036,0.0005186591,0.0005049627,0.0009623166,0.0008452462,0.0002050945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02220568,"about_ca_system_score_gemma":0.03325956,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9951661,"about_ca_topic_score_gemma":0.9965191,"domain_scores_codex":[0.9989182,0.00005630968,0.00005282696,0.0001283615,0.0005421951,0.0003020726],"domain_scores_gemma":[0.9981108,0.00009779012,0.000270493,0.00006882232,0.001176055,0.0002761291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007800832,0.00002850378,0.9712091,0.00009145494,0.00009288079,0.00005822684,0.001621659,0.0001070595,0.0001324697,0.0005256293,0.006361664,0.01969336],"study_design_scores_gemma":[0.000003647707,0.00001043352,0.9964645,0.00006500308,0.00003069526,0.00002539125,0.001176182,0.0001589714,0.00004242354,0.00004543355,0.001965073,0.00001213436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636212,0.002822564,0.0002747447,0.002490904,0.00007804549,0.0001197063,0.01897253,0.00002383028,0.01159646],"genre_scores_gemma":[0.9897671,0.002423936,0.0004442318,0.0002982428,0.00002030598,0.00005782527,0.0048595,0.000008435216,0.002120356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02220568,"threshold_uncertainty_score":0.1611142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04986688297159052,"score_gpt":0.4516083899507206,"score_spread":0.4017415069791301,"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."}}