{"id":"W4417451844","doi":"10.2196/85853","title":"Impact of the Population Medicine Multimorbidity Intervention in Xishui County (POPMIX) on People at High Risk for Chronic Obstructive Pulmonary Disease Who Experience Mental Health Symptoms: Protocol for the POPMIX-MH Cluster Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Intervention (counseling); COPD; Randomized controlled trial; Protocol (science); Multimorbidity; Population; Alternative medicine","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":[0.01124527,0.00461781,0.007611969,0.001500358,0.002103791,0.002556445,0.002333391,0.004048189,0.02812295],"category_scores_gemma":[0.008071851,0.001779282,0.004683129,0.001528146,0.002219461,0.002347439,0.002084813,0.004176846,0.003246755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003119839,"about_ca_system_score_gemma":0.00771374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003991455,"about_ca_topic_score_gemma":0.005976661,"domain_scores_codex":[0.9940975,0.00322829,0.0006303744,0.0007130117,0.0005020591,0.0008288004],"domain_scores_gemma":[0.9971132,0.000538466,0.0007143972,0.0003588353,0.0006843075,0.0005907404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9582947,0.01251925,0.00076889,0.005833235,0.002104274,0.00005941861,0.0001648486,0.0009189512,0.0008876487,0.0006328403,0.003669753,0.01414613],"study_design_scores_gemma":[0.9796682,0.0151116,0.0009613529,0.0003350873,0.0006564491,0.000007961588,0.00004532533,0.0006260762,0.0002067795,0.0004387528,0.001917937,0.00002433893],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02491201,0.0005487878,0.001608674,0.0003579401,0.0003556416,0.9682996,0.002275576,0.0002122104,0.001429585],"genre_scores_gemma":[0.01860089,0.0002277543,0.002866853,0.0002174583,0.00006166868,0.977053,0.0003638031,0.000009762997,0.0005988657],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02812295,"threshold_uncertainty_score":0.09408069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09106553603168935,"score_gpt":0.5410784679906582,"score_spread":0.4500129319589689,"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."}}