{"id":"W2894122238","doi":"10.1016/j.cjca.2018.07.294","title":"PLATELET TRANSFUSION PREDICTION IN CARDIAC SURGERY","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital","funders":"","keywords":"Medicine; Platelet; Cardiac surgery; Logistic regression; Platelet transfusion; Blood transfusion; Cardiopulmonary bypass; Internal medicine; Surgery; Anesthesia; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001147923,0.0004457937,0.0005966201,0.001159392,0.0006175478,0.001538188,0.0006195965,0.001240844,0.001982307],"category_scores_gemma":[0.008064432,0.0003503753,0.0005469478,0.0008514066,0.0003311889,0.000736076,0.0005108714,0.002071777,0.000469835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007697517,"about_ca_system_score_gemma":0.001316044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008464828,"about_ca_topic_score_gemma":0.0145443,"domain_scores_codex":[0.9992691,0.0002035367,0.0001173138,0.00007318076,0.0001985624,0.0001382788],"domain_scores_gemma":[0.9971333,0.001274111,0.0005449697,0.00007893194,0.0004293848,0.0005393394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003876376,0.0001140112,0.9876246,0.00002439149,0.00004879211,0.0002847234,0.00004654187,0.0003970105,0.00007855181,0.000137637,0.001141077,0.009714995],"study_design_scores_gemma":[0.0000601307,0.0004991528,0.9781041,0.0002490162,0.0003183949,0.001935867,0.0007248576,0.01401947,0.0005572598,0.001321958,0.002165164,0.00004466029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863626,0.005272664,0.0006280949,0.002404971,0.0003537899,0.0000276454,0.0003580244,0.00002045905,0.004571674],"genre_scores_gemma":[0.9971432,0.001241208,0.0004096083,0.0001385794,0.0002499257,0.000008738235,0.0003576369,0.000003862341,0.0004471195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008464828,"threshold_uncertainty_score":0.0168311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640622086635725,"score_gpt":0.2259902925192143,"score_spread":0.209584071652857,"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."}}