{"id":"W2989880289","doi":"10.1182/blood-2019-124219","title":"Use of Routine Bloodwork on General Internal Medicine Inpatients: A Retrospective Cohort Study","year":2019,"lang":"en","type":"article","venue":"Blood","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women in Science and Engineering Newfoundland and Labrador; Women's College Hospital; St. Michael's Hospital; University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Retrospective cohort study; Intensive care unit; Emergency medicine; Cohort; Population; Blood transfusion; Cohort study; Anemia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001137926,0.0004025628,0.0005214255,0.001605519,0.001053093,0.001206685,0.001156931,0.0005337318,0.001229724],"category_scores_gemma":[0.003253356,0.0005677495,0.0005919992,0.003961911,0.0007986341,0.0007614521,0.00081059,0.0006964394,0.0001917309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004341925,"about_ca_system_score_gemma":0.004045798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3462189,"about_ca_topic_score_gemma":0.4463467,"domain_scores_codex":[0.9979951,0.0002440786,0.000250859,0.0005257011,0.0005249551,0.0004592677],"domain_scores_gemma":[0.9956197,0.0003670278,0.002408019,0.0003219086,0.0005396886,0.000743579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000287907,0.00001579667,0.9993626,0.000009453434,0.00003353935,0.00003658838,0.0001018094,0.00001002791,0.00003292686,0.000009017124,0.0001160354,0.0002433179],"study_design_scores_gemma":[0.000006274724,0.00003620215,0.9991478,0.00001584573,0.00002539223,0.00008364814,0.0004154794,0.00008177304,0.00001549343,0.000006645017,0.000160949,0.000004568757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976464,0.0002801057,0.0000626387,0.00006636788,0.000007296399,0.00006011756,0.001479115,0.000003610874,0.0003943542],"genre_scores_gemma":[0.9982299,0.0002325984,0.0001060918,0.00009579368,0.00001254761,0.00003959407,0.001194108,0.000002639435,0.00008674739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3462189,"threshold_uncertainty_score":0.6884073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3782887592640674,"score_gpt":0.5048696944165416,"score_spread":0.1265809351524743,"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."}}