{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1020432,0.0002818534,0.00189693,0.0005712294,0.00008165758,0.0007268971,0.001543328,0.0001554981,0.0003332351],"category_scores_gemma":[0.2844037,0.0001644772,0.0005798456,0.000965276,0.00005200461,0.00109953,0.0001359549,0.0006204151,0.0001891904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586113,"about_ca_system_score_gemma":0.001152353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001089996,"about_ca_topic_score_gemma":0.00006374387,"domain_scores_codex":[0.9819754,0.003384879,0.007584056,0.000599993,0.006141268,0.0003144142],"domain_scores_gemma":[0.9891062,0.002898664,0.004644732,0.001020812,0.001694825,0.0006347188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004081446,0.004366927,0.8320689,0.0002337434,0.0002208013,0.004166951,0.01463787,0.003398193,0.002071995,0.001469203,0.02206316,0.1148941],"study_design_scores_gemma":[0.009242013,0.1210566,0.662496,0.009660056,0.0009915411,0.003192092,0.04096031,0.09486806,0.00483926,0.01847542,0.02981998,0.004398598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637016,0.0003733614,0.02203344,0.01202,0.001006542,0.0004312245,0.000002131615,0.000004921721,0.0004267611],"genre_scores_gemma":[0.9830387,0.000009563995,0.01624451,0.0001999955,0.0003233562,0.00001527025,0.000001168706,0.00001380435,0.0001535967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1823605,"threshold_uncertainty_score":0.9246355,"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."}}