{"id":"W4414244932","doi":"10.3390/psychiatryint6030114","title":"Depression Severity and Its Predictors: Findings from a Nationally Representative Canadian Sample","year":2025,"lang":"en","type":"article","venue":"Psychiatry International","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Canadian Institutes of Health Research","keywords":"Depression (economics); Mental health; Sample (material); Risk factor; Depressive symptoms; Life satisfaction; Cross-sectional study; Public health; Physical health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001658889,0.0005222636,0.0006299153,0.001920294,0.0038241,0.001582347,0.001565008,0.0006271498,0.00170036],"category_scores_gemma":[0.003978355,0.0004577794,0.0008978436,0.005394122,0.0006016538,0.0004068683,0.001194749,0.0008898637,0.0002892913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01576901,"about_ca_system_score_gemma":0.02740822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9928681,"about_ca_topic_score_gemma":0.9954448,"domain_scores_codex":[0.9984932,0.0001109787,0.0001086936,0.0002251616,0.000716536,0.000345386],"domain_scores_gemma":[0.9978605,0.000116562,0.0003116953,0.0001134668,0.001225132,0.0003726821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000049925,0.00005572543,0.9927486,0.00006555174,0.00007976021,0.00004214512,0.0008733578,0.00003868545,0.00009674162,0.00006851064,0.001692125,0.004189028],"study_design_scores_gemma":[0.000007177347,0.00001803052,0.9979621,0.00002844701,0.00003946483,0.0000375517,0.001050019,0.00008654656,0.00002137352,0.00001341195,0.0007265463,0.000009304134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839193,0.001120122,0.0002470637,0.0005357923,0.00003105072,0.0002578263,0.01024315,0.00001427236,0.003631297],"genre_scores_gemma":[0.9914849,0.001503555,0.0006215023,0.00041724,0.00001897559,0.0001254174,0.005006563,0.00001151696,0.0008102448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01576901,"threshold_uncertainty_score":0.1144127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498708626775779,"score_gpt":0.3477145393232834,"score_spread":0.3327274530555256,"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."}}