{"id":"W2096954191","doi":"10.12927/hcq.2007.18663","title":"What Gets Measured, Gets Done","year":2007,"lang":"en","type":"letter","venue":"Healthcare Quarterly","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Coastal Health","funders":"","keywords":"Business; Best practice; Operations management; Economics; Management","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002601138,0.000375561,0.0004571336,0.0002984096,0.0009565111,0.0007463057,0.0006323422,0.001733197,0.0003907674],"category_scores_gemma":[0.0001624247,0.0003967068,0.0001997248,0.0002137476,0.0003303438,0.001429272,0.000008283826,0.002939209,0.001091101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000477156,"about_ca_system_score_gemma":0.002337919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02994221,"about_ca_topic_score_gemma":0.08665793,"domain_scores_codex":[0.9940533,0.001629467,0.000562709,0.0006968526,0.001814484,0.001243173],"domain_scores_gemma":[0.9965561,0.001400345,0.0005093425,0.0005341491,0.0006355452,0.0003645012],"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":[0.00001823551,0.0000328632,0.00009306699,0.00032033,0.00004319722,0.000268609,0.09567526,1.730125e-8,5.578656e-7,0.000528269,0.8330656,0.069954],"study_design_scores_gemma":[0.00009664232,0.000184505,0.0002394262,0.0002841148,0.00003168847,0.00000889173,0.05186253,9.161938e-8,0.000001066185,0.001954181,0.944934,0.0004029378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002012481,0.01896525,0.00001279423,0.9596376,0.01041047,0.0005642251,0.00002536054,0.0001736705,0.01000938],"genre_scores_gemma":[0.00589643,0.002276214,0.0002293351,0.9400154,0.03241888,0.00007235674,0.0003125695,0.00007432495,0.01870454],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1118683,"threshold_uncertainty_score":0.9998485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172254920697118,"score_gpt":0.4025978518696136,"score_spread":0.2853723597999018,"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."}}