{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003337247,0.0002679586,0.001203641,0.0001638679,0.0001133849,0.00002492955,0.0002246209,0.0002607986,0.001748937],"category_scores_gemma":[0.08776881,0.0001791017,0.0002069799,0.0004671169,0.0005920774,0.0001599102,0.0001340609,0.001281605,0.000005577354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021757,"about_ca_system_score_gemma":0.001271635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001704784,"about_ca_topic_score_gemma":0.00005215971,"domain_scores_codex":[0.9955438,0.0001952931,0.001577353,0.0003834655,0.001924292,0.0003757979],"domain_scores_gemma":[0.9924428,0.003634744,0.000854408,0.0004265587,0.001393717,0.001247708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001013926,0.002578409,0.8659605,0.0005532699,0.0009591313,0.003696849,0.0009866069,0.000005300601,0.07823122,0.0001989336,0.01423396,0.03158193],"study_design_scores_gemma":[0.04487709,0.01785903,0.8952602,0.01479325,0.00226141,0.003790837,0.003175171,0.001365232,0.005500861,0.0002331689,0.01030991,0.0005738308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682029,0.002554701,0.0000578397,0.02800085,0.0002260909,0.000166183,0.00008370724,0.00002440564,0.0006832675],"genre_scores_gemma":[0.9948857,0.001658091,0.0003532765,0.001700296,0.001073338,0.000002424488,0.0000291231,0.00002926765,0.0002684959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08443156,"threshold_uncertainty_score":0.9991636,"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."}}