{"id":"W3133799399","doi":"10.21203/rs.3.rs-96291/v1","title":"Depression: Improving Health Processes and Outcomes Through Implementation Science Research in China","year":2020,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; Centre for Addiction and Mental Health; York University","funders":"Canadian Institutes of Health Research; National Natural Science Foundation of China","keywords":"China; Health science; Depression (economics); Psychology; Political science; Medicine; Medical education; Economics","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":[0.05342067,0.000485991,0.0008291912,0.00182796,0.002176254,0.003785735,0.001425193,0.0008851599,0.002915542],"category_scores_gemma":[0.03626663,0.000262809,0.0008904295,0.003612459,0.00236111,0.002339098,0.003764512,0.001370082,0.0001299247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01219509,"about_ca_system_score_gemma":0.07604285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06435313,"about_ca_topic_score_gemma":0.06416576,"domain_scores_codex":[0.9819205,0.01278249,0.001005974,0.000781861,0.002101373,0.001407794],"domain_scores_gemma":[0.9732412,0.01282602,0.002701284,0.002304606,0.005588986,0.003337934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008221713,0.003239123,0.2717902,0.006967384,0.0007985598,0.000406027,0.01391182,0.005744848,0.003291346,0.05215755,0.009919025,0.6309518],"study_design_scores_gemma":[0.001637266,0.005732049,0.8464709,0.007255877,0.001324741,0.0001614613,0.02006551,0.02125085,0.005581443,0.05308962,0.03718908,0.0002412677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9043908,0.01212684,0.01839789,0.04343691,0.0005710874,0.003295415,0.0007943612,0.0001882325,0.01679847],"genre_scores_gemma":[0.9761537,0.00319945,0.016051,0.00189147,0.00007904725,0.001170251,0.0002859094,0.00001495336,0.001154219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06435313,"threshold_uncertainty_score":0.2825189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3314536648998637,"score_gpt":0.6294715057186983,"score_spread":0.2980178408188346,"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."}}