{"id":"W2461161342","doi":"10.1097/ncm.0000000000000133","title":"Evaluating and Measuring Quality and Outcomes","year":2015,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Watson; Accreditation; Certification; Commission; Suite; Management; Health care; Business; Library science; Political science; Medical education; Medicine; Computer science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.004084826,0.00009249758,0.0001767536,0.00005686286,0.00009629166,0.00001855267,0.00002072781,0.00002834688,0.00003570619],"category_scores_gemma":[0.001974888,0.00007056187,0.0000220463,0.00005753466,0.00003152458,0.0001220842,0.0002727423,0.0001269531,0.00001007581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005520053,"about_ca_system_score_gemma":0.00003865899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001094711,"about_ca_topic_score_gemma":0.00002425904,"domain_scores_codex":[0.9984637,0.0001894078,0.0005037491,0.0002357181,0.0004807634,0.0001266137],"domain_scores_gemma":[0.9989554,0.0004421895,0.00013746,0.0001516793,0.0001348013,0.0001784822],"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":[0.0008689255,0.0003837804,0.4803531,0.0009235521,0.0002991814,0.002082256,0.001005084,0.00001351866,0.0001752243,0.004526504,0.00296621,0.5064027],"study_design_scores_gemma":[0.01195624,0.0004144971,0.9524301,0.0002979079,0.0006656761,0.001460791,0.01847392,0.00383963,0.00005126323,0.006043398,0.004028707,0.0003378855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858505,0.0001555094,0.0002881048,0.01153968,0.0002428139,0.0006039765,0.000002446002,0.00003452918,0.001282398],"genre_scores_gemma":[0.979001,0.0000131276,0.01728623,0.002483816,0.00006248683,0.00004191482,0.00001135953,0.000009801932,0.00109021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5060648,"threshold_uncertainty_score":0.287743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8005681242411596,"score_gpt":0.6568135039468231,"score_spread":0.1437546202943365,"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."}}