{"id":"W2179418554","doi":"10.5430/jha.v5n1p73","title":"Medical stewardship: Pathology evidence based ordering to reduce inappropriate test ordering in a teaching hospital","year":2015,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Test (biology); Audit; Medical laboratory; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009423489,0.0003734606,0.0003456576,0.0008377499,0.001835268,0.001928331,0.001866584,0.001394526,0.003178636],"category_scores_gemma":[0.02998251,0.0003305269,0.0004631637,0.0005692418,0.0008154056,0.001155577,0.003553095,0.001735555,0.0003728833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003140674,"about_ca_system_score_gemma":0.02360332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002361709,"about_ca_topic_score_gemma":0.005946346,"domain_scores_codex":[0.9890016,0.006823671,0.0005743813,0.0005087694,0.002069015,0.001022544],"domain_scores_gemma":[0.9804612,0.006220412,0.003883641,0.0006530092,0.001896745,0.00688502],"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":[0.0009678178,0.03284626,0.1104893,0.002367769,0.0002351839,0.0006238448,0.00709643,0.002489191,0.00336225,0.00242038,0.02071076,0.8163909],"study_design_scores_gemma":[0.004414776,0.04767171,0.7792303,0.007991455,0.0008762908,0.00178112,0.02966541,0.01411212,0.01829199,0.01089885,0.08473849,0.0003274639],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254584,0.00192999,0.006463836,0.048171,0.0005215216,0.001491299,0.00006138551,0.0002977591,0.01560485],"genre_scores_gemma":[0.9694727,0.0008018816,0.0220936,0.005432039,0.0001883425,0.0005223996,0.00004017208,0.00001061447,0.001438111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009423489,"threshold_uncertainty_score":0.04983681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3967567970395759,"score_gpt":0.4771857005568316,"score_spread":0.08042890351725562,"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."}}