{"id":"W2911808899","doi":"10.36834/cmej.43071","title":"Less is more: a rationalization of daily labwork","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Kingston General Hospital; University of British Columbia; Queen's University","funders":"","keywords":"Rationalization (economics); Phlebotomy; Summative assessment; Medicine; Patient care; Medical emergency; Intensive care medicine; Formative assessment; Psychology; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02034203,0.0006747842,0.0004879252,0.001029445,0.003187333,0.006456701,0.00196953,0.0018551,0.006229546],"category_scores_gemma":[0.05640853,0.0003997948,0.000690501,0.0005359207,0.005589837,0.004415881,0.00413973,0.003330373,0.001004694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005141094,"about_ca_system_score_gemma":0.01324804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005038032,"about_ca_topic_score_gemma":0.01166826,"domain_scores_codex":[0.9763203,0.01546486,0.0008676406,0.001175324,0.004539912,0.001632018],"domain_scores_gemma":[0.9702276,0.01218201,0.003876203,0.004131177,0.003743519,0.005839477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001510584,0.009035415,0.117153,0.001267505,0.0003047023,0.0005502739,0.03202356,0.006376824,0.009018585,0.06421787,0.07300917,0.6855325],"study_design_scores_gemma":[0.001695718,0.01051179,0.278435,0.00392252,0.0003811448,0.001339434,0.08452464,0.02418797,0.01045654,0.307469,0.2763577,0.0007185871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.609128,0.002318312,0.04311078,0.239006,0.001852815,0.001128117,0.0001474847,0.0008851288,0.1024234],"genre_scores_gemma":[0.9475899,0.0007537012,0.03155704,0.01544529,0.0004086379,0.000297033,0.00006143381,0.0001180665,0.00376898],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02034203,"threshold_uncertainty_score":0.1075802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318322733149234,"score_gpt":0.3199856916196189,"score_spread":0.3068024642881265,"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."}}