{"id":"W2030406975","doi":"10.1186/1472-6963-13-15","title":"Development of mental health quality indicators (MHQIs) for inpatient psychiatry based on the interRAI mental health assessment","year":2013,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Waypoint Centre for Mental Health Care; University of Waterloo","funders":"","keywords":"Mental health; Health informatics; Medicine; Health administration; Public health; Health services research; Major depressive episode; Scale (ratio); Psychiatry; Cognition; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01695717,0.0003817246,0.0008174897,0.000775642,0.002437679,0.00009182464,0.001065839,0.0002190827,0.0008782377],"category_scores_gemma":[0.00004999307,0.0002696508,0.0001842961,0.001027137,0.0001783316,0.00008959752,0.0002535304,0.001108838,0.0001746387],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878866,"about_ca_system_score_gemma":0.01030023,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008582846,"about_ca_topic_score_gemma":0.005008247,"domain_scores_codex":[0.9871372,0.004909282,0.00254889,0.001016179,0.00232211,0.002066346],"domain_scores_gemma":[0.9950042,0.00114851,0.001142264,0.00123161,0.0003164,0.001157014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00194671,0.008561987,0.07421453,0.01378057,0.0002888007,0.000001331806,0.1810994,0.00002330108,0.00002100215,0.008960409,0.04886035,0.6622416],"study_design_scores_gemma":[0.004022438,0.005326902,0.7452657,0.003659258,0.000001996653,0.000009059973,0.1503834,0.002414164,0.00001672846,0.0005799152,0.08781019,0.0005102227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8956562,0.0008014201,0.001676825,0.08661032,0.00249081,0.01101143,0.0005102839,0.0001012377,0.001141456],"genre_scores_gemma":[0.9459787,0.00008414404,0.03024023,0.02115987,0.0001915471,0.001626269,0.0004536207,0.00008471595,0.0001809243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6710512,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1367427276160826,"score_gpt":0.5495995012047773,"score_spread":0.4128567735886947,"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."}}