{"id":"W4409851563","doi":"10.32388/0dku2v.2","title":"Modelling the Clinical and Economic Impacts of Foundation-Funded versus Staff-Driven Quality Improvement Mental Health Strategies","year":2023,"lang":"en","type":"preprint","venue":"Qeios","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Foundation (evidence); Mental health; Quality (philosophy); Quality management; Psychology; Business; Political science; Psychiatry; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02297104,0.0003697591,0.001854531,0.0002413729,0.0003195085,0.0002866969,0.0005338223,0.0003211374,0.0001367915],"category_scores_gemma":[0.0006527242,0.0004036102,0.0003143667,0.00007017617,0.0002808398,0.0004290322,0.0005218524,0.0005973572,0.0004845708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106972,"about_ca_system_score_gemma":0.001508404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.028938,"about_ca_topic_score_gemma":0.00434565,"domain_scores_codex":[0.9897509,0.0006982614,0.00783488,0.001042599,0.0001466714,0.000526681],"domain_scores_gemma":[0.9902719,0.001877784,0.006451938,0.001076334,0.00006252502,0.0002595601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005654154,0.0005221516,0.03061167,0.005846397,0.002323733,8.381933e-7,0.01889988,0.2761511,0.000002555242,0.6376783,0.0251484,0.002249483],"study_design_scores_gemma":[0.007183947,0.001335523,0.0175433,0.0007227243,0.00006279861,0.000001801738,0.02804676,0.7292077,0.000005563976,0.1978537,0.01635476,0.001681394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255156,0.001379177,0.01145138,0.04896412,0.005951449,0.003099328,0.002755082,0.0001224283,0.0007614238],"genre_scores_gemma":[0.9918112,0.003344056,0.002446484,0.0009298074,0.0006606683,0.0001645519,0.000415097,0.00007337923,0.000154754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4530566,"threshold_uncertainty_score":0.9998416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6427019973751833,"score_gpt":0.5377683159522519,"score_spread":0.1049336814229314,"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."}}