{"id":"W4377101166","doi":"10.1016/j.tmrv.2023.150726","title":"Understanding Intraoperative Transfusion Decision-Making Variability: A Qualitative Study","year":2023,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Blood transfusion and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; Université Laval; University of Ottawa; Wilfrid Laurier University; Ottawa Hospital","funders":"","keywords":"Medicine; Context (archaeology); Blood transfusion; Audit; Preference; Transfusion medicine; Intensive care 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":[0.04568052,0.0006494227,0.001113876,0.001893366,0.01064094,0.00687701,0.002763746,0.002752085,0.002822136],"category_scores_gemma":[0.1116931,0.001117361,0.0005815363,0.001859003,0.006551255,0.006044573,0.006187073,0.005829884,0.0003701728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009504002,"about_ca_system_score_gemma":0.01577778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01293743,"about_ca_topic_score_gemma":0.02480242,"domain_scores_codex":[0.9550142,0.03643422,0.001607151,0.001496468,0.002703389,0.002744503],"domain_scores_gemma":[0.8202601,0.1522594,0.008178179,0.001690049,0.01088539,0.006726966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000288802,0.00008781916,0.004335172,0.0001329507,0.00000810665,0.0001943764,0.9917811,0.00001680139,0.0001720315,0.0003259995,0.0003375298,0.00257929],"study_design_scores_gemma":[0.000007642781,0.00004337846,0.001597954,0.0002796708,0.000007543813,0.0001022519,0.9949392,0.00005516475,0.0001217105,0.0002361792,0.002591209,0.00001815135],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877081,0.0009089205,0.002472269,0.004927997,0.0001171976,0.0002407715,0.0001241283,0.00001583526,0.00348485],"genre_scores_gemma":[0.9930401,0.000852138,0.0019512,0.00216243,0.00002647852,0.0004014186,0.00006203372,0.00003490398,0.001469188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04568052,"threshold_uncertainty_score":0.2415845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2130096898475397,"score_gpt":0.440108885096627,"score_spread":0.2270991952490873,"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."}}