{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001153704,0.0002791388,0.001220685,0.0004143296,0.0001527461,0.000005144553,0.0002510698,0.0002470741,0.001095294],"category_scores_gemma":[0.000073552,0.0001852076,0.0006474578,0.0007379421,0.0002081051,0.0001442513,0.00003593292,0.0002520013,0.00002373441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004484338,"about_ca_system_score_gemma":0.00004059791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001576055,"about_ca_topic_score_gemma":0.002541668,"domain_scores_codex":[0.9972607,0.0002944328,0.001059325,0.0005287899,0.0004283181,0.0004284616],"domain_scores_gemma":[0.9977142,0.0007691687,0.0002001345,0.0009936177,0.0001169169,0.0002060203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004940453,0.001256068,0.8503275,0.0004454143,0.004028442,0.00003954587,0.002946475,0.001780829,0.09705169,0.004303752,0.0003996165,0.03248023],"study_design_scores_gemma":[0.004740362,0.001791293,0.9540476,0.0001445792,0.002900297,0.00001755697,0.0004705942,0.002855309,0.02281048,0.00009007431,0.009851594,0.0002802509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945875,0.0004696851,0.0007062877,0.001205017,0.0002566893,0.001472069,0.00007109484,0.00006252015,0.001169176],"genre_scores_gemma":[0.9887974,0.009088275,0.0004134479,0.0005178477,0.00002211439,0.00002537864,0.0001253174,0.00003332187,0.0009768656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1037201,"threshold_uncertainty_score":0.9998178,"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."}}