{"id":"W4392211288","doi":"10.2196/50192","title":"Asynchronous Versus Synchronous Screening for Depression and Suicidality in a Primary Health Care System: Quality Improvement Study","year":2024,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Depression (economics); Patient Health Questionnaire; Intervention (counseling); Quality of life (healthcare); Health care; Primary care; Psychiatry; Medical emergency; Family medicine; Depressive symptoms; Nursing; Anxiety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01315118,0.0003340107,0.0007050202,0.0009998317,0.0009955163,0.00118568,0.0009475965,0.0005803008,0.001565146],"category_scores_gemma":[0.01832404,0.0004204437,0.0009386251,0.002252684,0.0006071204,0.0009568777,0.001699306,0.001077903,0.0001780568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003188723,"about_ca_system_score_gemma":0.003989939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02046845,"about_ca_topic_score_gemma":0.03136786,"domain_scores_codex":[0.9888665,0.005558163,0.001229366,0.00177153,0.001853247,0.0007211703],"domain_scores_gemma":[0.9748728,0.004430086,0.0103314,0.001763655,0.002841556,0.005760516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004291731,0.004604689,0.9481947,0.0003250161,0.0008203572,0.00004521907,0.001162056,0.0003188056,0.0002790239,0.00004296508,0.001761406,0.03815406],"study_design_scores_gemma":[0.001417272,0.004336363,0.9925012,0.00006741386,0.0002428477,0.00002568489,0.0004946389,0.0004066284,0.0000869625,0.00001814698,0.0003934647,0.000009363698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959713,0.0004749353,0.0004149436,0.0005239259,0.0000522714,0.000766539,0.001025163,0.00002935808,0.0007417575],"genre_scores_gemma":[0.9967195,0.0002195305,0.001090788,0.0003464307,0.00007947532,0.0006287774,0.0007633696,0.000004862634,0.0001472601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02046845,"threshold_uncertainty_score":0.06955093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04718954238192812,"score_gpt":0.4473119393332903,"score_spread":0.4001223969513622,"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."}}