{"id":"W3172859237","doi":"","title":"Impact of sharing laboratory test costs and required blood volumes on resident test ordering","year":2021,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Medicine; Test (biology); Psychological intervention; Stewardship (theology); Family medicine; Emergency medicine; Nursing","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":[0.003654965,0.0002188432,0.0002254426,0.0002374287,0.0002717522,0.0003779044,0.0004801274,0.0003452642,0.003430468],"category_scores_gemma":[0.02562688,0.000156001,0.0003444369,0.0001762194,0.0003377364,0.0002923827,0.0005583176,0.0005289277,0.0001936769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025882,"about_ca_system_score_gemma":0.002037619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002555386,"about_ca_topic_score_gemma":0.002896465,"domain_scores_codex":[0.9955266,0.002799259,0.0002043198,0.0001912237,0.0007938168,0.0004847177],"domain_scores_gemma":[0.9735439,0.01713292,0.005426209,0.0009027198,0.0008338409,0.002160409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02071055,0.03234192,0.7193885,0.0004791093,0.0004281807,0.000204066,0.002618514,0.003965039,0.008994089,0.0002584028,0.000911503,0.2097],"study_design_scores_gemma":[0.0002177261,0.02594334,0.9655507,0.00004920012,0.0001649258,0.00009866829,0.0005483755,0.002711986,0.003921985,0.0001134796,0.0006544869,0.00002521529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992771,0.0000376395,0.0001552003,0.00006760723,0.000004303892,0.00002221955,0.00001449172,0.000006294008,0.0004151232],"genre_scores_gemma":[0.9993606,0.00002211486,0.0003696292,0.00002692547,0.000005848353,0.00002793893,0.00001672678,0.000001253762,0.0001689182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003654965,"threshold_uncertainty_score":0.01932955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05377778561202757,"score_gpt":0.4053245527625524,"score_spread":0.3515467671505248,"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."}}