{"id":"W4406255863","doi":"10.32614/cran.package.cmhsu","title":"CMHSU: Mental Health Status, Substance Use Status and their Concurrent Status in North American Healthcare Administrative Databases","year":2025,"lang":"en","type":"dataset","venue":"","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Legal status; Substance use; Health care; Environmental health; Business; Medicine; Political science; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004051599,0.0006462917,0.001370431,0.009387033,0.001121622,0.002102214,0.002041954,0.0009121525,0.04147057],"category_scores_gemma":[0.03087408,0.0006822951,0.001020218,0.02759542,0.0002951656,0.001835147,0.002168706,0.001202597,0.00759006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003236019,"about_ca_system_score_gemma":0.01088325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1327599,"about_ca_topic_score_gemma":0.1515169,"domain_scores_codex":[0.993848,0.001314198,0.002254072,0.000873877,0.001272891,0.0004368506],"domain_scores_gemma":[0.9834623,0.004934357,0.004660408,0.001751143,0.003849806,0.001341882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002594839,0.0000686725,0.03835227,0.003378217,0.0003940788,0.00007981618,0.0002653971,0.0003661135,0.00006384587,0.001883471,0.9368186,0.01807014],"study_design_scores_gemma":[0.0007528829,0.00007659879,0.3806512,0.00548471,0.0005790067,0.000392998,0.001230291,0.001798622,0.0003614944,0.003436506,0.6050491,0.0001864875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002401517,0.0005043288,0.0003193899,0.000396321,0.00004289289,0.000270076,0.9930835,0.0002053366,0.002776617],"genre_scores_gemma":[0.02166286,0.001060987,0.003505099,0.00060611,0.0001028104,0.002826695,0.9689479,0.0001273613,0.001160298],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1327599,"threshold_uncertainty_score":0.2639742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1185580364175775,"score_gpt":0.3540645543825144,"score_spread":0.2355065179649369,"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."}}