{"id":"W2995216087","doi":"10.1111/trf.15637","title":"The epidemiology of platelet transfusions: an analysis of platelet use at 12 US hospitals","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Platelet; ABO blood group system; Apheresis; Platelet transfusion; Internal medicine; Epidemiology; Medical record; Retrospective cohort study; Intensive care unit; Pediatrics; Emergency medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001032587,0.0001981219,0.000269576,0.002219572,0.0002930502,0.000660534,0.0004486407,0.0003342486,0.0006067551],"category_scores_gemma":[0.002987309,0.0002912187,0.0004878592,0.00429738,0.0002404555,0.0005350487,0.0007728456,0.000423501,0.0001244929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006177545,"about_ca_system_score_gemma":0.0008143216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01590525,"about_ca_topic_score_gemma":0.0168108,"domain_scores_codex":[0.998139,0.0004755278,0.0004938491,0.0003342733,0.0003623906,0.0001949607],"domain_scores_gemma":[0.9950898,0.0005325553,0.003329644,0.0002259828,0.0004723559,0.0003496046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001706931,0.000007591992,0.9993369,0.000007204507,0.00002442715,0.00001294565,0.00002878199,0.00002336124,0.00003189217,0.000007898317,0.00007632795,0.0004255567],"study_design_scores_gemma":[0.00000315056,0.00003071633,0.9990624,0.00001756375,0.00001912918,0.0001408282,0.000266746,0.0001573953,0.00004378466,0.000009169916,0.0002464265,0.000002669891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968663,0.0004568826,0.0001212748,0.00008081895,0.000004416769,0.00001311335,0.002183189,0.000005176842,0.0002688175],"genre_scores_gemma":[0.9973768,0.000325169,0.0001985712,0.00005564604,0.00001109274,0.00002432823,0.001950573,0.000003430947,0.00005443617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01590525,"threshold_uncertainty_score":0.03162539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723629213005214,"score_gpt":0.2884763605736859,"score_spread":0.2612400684436337,"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."}}