{"id":"W3079504271","doi":"10.2196/19168","title":"Mental Health Professional Consultations and the Prevalence of Mood and Anxiety Disorders Among Immigrants: Multilevel Analysis of the Canadian Community Health Survey","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Lethbridge","funders":"","keywords":"Mental health; Anxiety; Mood; Medicine; Mood disorders; Immigration; Psychiatry; Multilevel model; Depression (economics); Community health; Clinical psychology; Public health; Geography; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001940072,0.0004994287,0.0007325697,0.003239452,0.002898688,0.001441598,0.001678636,0.0007189223,0.002238382],"category_scores_gemma":[0.005002849,0.0004831508,0.001826772,0.006823328,0.0008262265,0.0004906211,0.002119983,0.001413438,0.0001857774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01756577,"about_ca_system_score_gemma":0.02459686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9911616,"about_ca_topic_score_gemma":0.9911913,"domain_scores_codex":[0.9978223,0.0002587063,0.000161288,0.0003715896,0.0007776218,0.0006085982],"domain_scores_gemma":[0.9967833,0.0002666372,0.0007433161,0.0001725318,0.001342384,0.0006918142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003521762,0.00001560931,0.9975401,0.00003625089,0.0002067373,0.00002503799,0.0002937079,0.0001250196,0.00003170527,0.00006071095,0.0006441554,0.0009857155],"study_design_scores_gemma":[0.000004976103,0.00001368116,0.9979342,0.00005349845,0.0000774274,0.00001989323,0.0008610834,0.0006033104,0.00001722946,0.00001896984,0.0003829385,0.00001273355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865484,0.001255689,0.0002836901,0.0006109663,0.00002890128,0.00008452988,0.009573135,0.00001973397,0.00159501],"genre_scores_gemma":[0.9955515,0.0005296238,0.0003739588,0.00009759,0.000009976113,0.00004650684,0.00306095,0.000006874533,0.0003229434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01756577,"threshold_uncertainty_score":0.1274492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927647319909054,"score_gpt":0.3674461376746502,"score_spread":0.3381696644755596,"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."}}