{"id":"W2908347173","doi":"10.1182/blood-2018-99-113837","title":"Enhancing Appropriate Coagulation Testing at a Large Academic Hospital","year":2018,"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; Psychological intervention; Coagulation testing; Test (biology); Stakeholder; Patient safety; Medical laboratory; Medical emergency; Medical education; Health care; Nursing","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":[0.004194128,0.0006199417,0.000215598,0.0007238045,0.00322382,0.002023925,0.001459058,0.0006093761,0.01029217],"category_scores_gemma":[0.01131622,0.00049514,0.0002700038,0.0009819317,0.001192454,0.0008068605,0.00305996,0.001043906,0.001428524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01730091,"about_ca_system_score_gemma":0.04502749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06160513,"about_ca_topic_score_gemma":0.1644413,"domain_scores_codex":[0.9967655,0.001438677,0.0001614528,0.0002712483,0.0005678474,0.0007952565],"domain_scores_gemma":[0.9806184,0.00258119,0.001803591,0.0005047333,0.002519068,0.01197299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001674067,0.01288032,0.5701666,0.00170708,0.0001044965,0.005629614,0.03303808,0.004510149,0.01153652,0.00141703,0.05094,0.306396],"study_design_scores_gemma":[0.0008418954,0.01303914,0.8057123,0.001149359,0.0001543969,0.002028583,0.05750985,0.005953575,0.01310736,0.0009218923,0.09928922,0.0002923549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815575,0.0002920134,0.001777585,0.004821901,0.00005603662,0.001579727,0.0005660943,0.0003853378,0.008963762],"genre_scores_gemma":[0.9776044,0.0004223155,0.0162875,0.001298805,0.00005851074,0.0005024454,0.0004012722,0.00002999652,0.003394784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06160513,"threshold_uncertainty_score":0.1255274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04981427042803931,"score_gpt":0.357331931439524,"score_spread":0.3075176610114846,"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."}}