{"id":"W3154003926","doi":"10.1186/s12888-021-03442-5","title":"Barriers and facilitators to implementing measurement-based care for depression in Shanghai, China: a situational analysis","year":2021,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"Canadian Institutes of Health Research; National Natural Science Foundation of China","keywords":"Focus group; Situational ethics; Mental health; Descriptive statistics; Situation analysis; Implementation research; Nursing; Psychology; Medicine; Medical education; Applied psychology; Psychological intervention; Psychiatry; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004842971,0.0005041141,0.0003990234,0.002172025,0.002369323,0.001707042,0.0005328018,0.000325854,0.000868467],"category_scores_gemma":[0.007451909,0.0004682085,0.0005912351,0.002620617,0.001025163,0.000945012,0.002178464,0.0004941478,0.0000607216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007014654,"about_ca_system_score_gemma":0.01336514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.126972,"about_ca_topic_score_gemma":0.1703499,"domain_scores_codex":[0.9970511,0.001284832,0.0003691815,0.0002478338,0.0004075161,0.0006394558],"domain_scores_gemma":[0.9923761,0.002839533,0.001989209,0.0003740603,0.001218012,0.00120309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009563589,0.0001382688,0.9288491,0.0003674166,0.00007044012,0.0004589114,0.05034043,0.0006352339,0.0007274774,0.0004662373,0.000396551,0.01745427],"study_design_scores_gemma":[0.00001507498,0.0001936393,0.907602,0.0001590911,0.0001144248,0.0001033779,0.08840457,0.001718208,0.0003824646,0.000200628,0.001064852,0.00004165024],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989813,0.00008420659,0.0002767914,0.0001758099,0.00000296143,0.00006216613,0.00008350462,0.00000731819,0.0003259774],"genre_scores_gemma":[0.9991347,0.00009220491,0.0005024961,0.00002498446,0.000001270746,0.00006023308,0.0001016058,0.000001783392,0.00008068368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.126972,"threshold_uncertainty_score":0.2524658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2310869550825994,"score_gpt":0.5604437627356776,"score_spread":0.3293568076530783,"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."}}