{"id":"W2921843572","doi":"10.1182/blood-2018-99-111925","title":"Transfusion Practices Among Hematology/Oncology Healthcare Professionals","year":2018,"lang":"en","type":"article","venue":"Blood","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transfusion medicine; Hematology; Blood transfusion; Internal medicine; Premedication; Platelet transfusion; Family medicine; Intensive care medicine; Surgery; Platelet","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001158232,0.00006286432,0.00009759788,0.0004821454,0.0003946181,0.0005578825,0.0002309764,0.0003329561,0.004179897],"category_scores_gemma":[0.008017298,0.0001023765,0.0001006472,0.000705423,0.0002633294,0.0004255455,0.0004798625,0.0003737135,0.0003503569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006586149,"about_ca_system_score_gemma":0.001049487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004426503,"about_ca_topic_score_gemma":0.004327759,"domain_scores_codex":[0.9989742,0.0002992736,0.0001479302,0.0001398755,0.000306811,0.000132045],"domain_scores_gemma":[0.9898751,0.002712069,0.005033392,0.0001699087,0.000962386,0.001247074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003071544,0.00008374025,0.9743472,0.00014708,0.00001086398,0.0001231861,0.004285668,0.00002948614,0.0003313546,0.00008051794,0.0026508,0.01787935],"study_design_scores_gemma":[0.00001152903,0.0002363805,0.9757695,0.0004344568,0.00001553717,0.000958527,0.0147925,0.0001992048,0.0003186474,0.00008213416,0.007172415,0.000009175105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938697,0.0007235583,0.0001156393,0.001613766,0.00002093177,0.00003663012,0.0003278511,0.00001053231,0.003281348],"genre_scores_gemma":[0.997607,0.0008407179,0.0003160022,0.0006026934,0.00002733437,0.00002405253,0.0001398078,0.000002125579,0.0004402953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004426503,"threshold_uncertainty_score":0.01398313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03510424724525445,"score_gpt":0.3955056131626962,"score_spread":0.3604013659174417,"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."}}