{"id":"W2980431299","doi":"10.1182/blood-2018-99-114176","title":"Saskatoon Urban Hospital Frozen Plasma Utilization and Appropriateness Audit","year":2018,"lang":"en","type":"article","venue":"Blood","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal University Hospital; Saskatchewan Health Authority; University of Saskatchewan","funders":"","keywords":"Fresh frozen plasma; Medicine; Coagulopathy; Prothrombin complex concentrate; Audit; Warfarin; Emergency medicine; Dosing; Blood transfusion; Intensive care medicine; Surgery; Internal medicine; Platelet","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":[0.002161825,0.0003673177,0.0002515751,0.002544038,0.00140516,0.001239092,0.0007921982,0.0002363798,0.004465566],"category_scores_gemma":[0.006357378,0.0003933367,0.000329499,0.004970523,0.00051143,0.0003258149,0.00126774,0.0005615666,0.0006889635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01832884,"about_ca_system_score_gemma":0.03459569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6131017,"about_ca_topic_score_gemma":0.7614657,"domain_scores_codex":[0.997152,0.0004740373,0.0004854507,0.0002931647,0.001131802,0.0004636302],"domain_scores_gemma":[0.9807534,0.001547506,0.003781563,0.0006416262,0.01105725,0.002218627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003472921,0.0001470393,0.9393209,0.0004363623,0.0000738648,0.0007283776,0.001475195,0.000629321,0.001221922,0.0003209976,0.02670384,0.02859488],"study_design_scores_gemma":[0.00003360091,0.0001526427,0.9827642,0.0002130751,0.00002858425,0.0002113992,0.002211458,0.0007126176,0.0007102745,0.00005007275,0.01288617,0.00002590576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385968,0.001407831,0.001124846,0.002248622,0.0001051854,0.002663905,0.03289941,0.0002435496,0.02070981],"genre_scores_gemma":[0.9610702,0.002757098,0.004179313,0.002079413,0.00007768299,0.001915333,0.01834603,0.00005928354,0.009515696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3868983,"threshold_uncertainty_score":0.7783536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02270018220972875,"score_gpt":0.2605514964918916,"score_spread":0.2378513142821629,"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."}}