{"id":"W2613491192","doi":"10.1182/blood.v128.22.5922.5922","title":"Enhancing Appropriate Utilization of Coagulation Tests at St. Michael's Hospital","year":2016,"lang":"en","type":"article","venue":"Blood","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Partial thromboplastin time; Emergency department; Coagulation testing; Prothrombin time; Bleed; Emergency medicine; Coagulation; Internal medicine; Surgery","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":[0.00280723,0.0003044127,0.0002184048,0.0008783792,0.001010594,0.001961478,0.0009696504,0.0004181373,0.008454757],"category_scores_gemma":[0.01477732,0.0002626567,0.0002707674,0.0009723484,0.0004693307,0.0005889491,0.001842117,0.000812004,0.000950494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01203974,"about_ca_system_score_gemma":0.02757826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1433454,"about_ca_topic_score_gemma":0.2106792,"domain_scores_codex":[0.9956405,0.001049596,0.0003294541,0.0003183929,0.001930112,0.0007318801],"domain_scores_gemma":[0.9837916,0.0016803,0.003786612,0.0004151776,0.004624523,0.005701771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006144558,0.000975999,0.4758803,0.001195745,0.0001292454,0.0009829469,0.002327921,0.001544767,0.003230874,0.001154471,0.1000286,0.4119347],"study_design_scores_gemma":[0.0001710174,0.001480162,0.923849,0.001085292,0.00008490092,0.000972396,0.003984708,0.001713743,0.002963338,0.0002831181,0.06333835,0.00007405359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8497769,0.006611227,0.00369944,0.06972471,0.0007153433,0.001569034,0.002188315,0.001246629,0.06446832],"genre_scores_gemma":[0.9792944,0.003238767,0.006724637,0.003586989,0.0002470085,0.0002027044,0.0005668993,0.00003835264,0.006100336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1433454,"threshold_uncertainty_score":0.2850221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03981844542915682,"score_gpt":0.3339206112936098,"score_spread":0.294102165864453,"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."}}