{"id":"W4205457691","doi":"10.1002/9781119413936.ch9","title":"Blood Transfusion","year":2021,"lang":"en","type":"other","venue":"Evidence-Based Orthopedics","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"","keywords":"Medicine; Perioperative; Blood transfusion; Blood management; Coronary artery disease; Intensive care medicine; Hip fracture; Surgery; Osteoporosis; Internal medicine","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":[0.0003416947,0.0004887203,0.0003049943,0.001145417,0.001662457,0.001762637,0.0005887224,0.001688796,0.0309871],"category_scores_gemma":[0.002304544,0.0001680336,0.0004837984,0.0009264404,0.0005605288,0.00114343,0.0008065573,0.001577274,0.008104088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009919297,"about_ca_system_score_gemma":0.001163141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019195,"about_ca_topic_score_gemma":0.002276746,"domain_scores_codex":[0.9994191,0.0001272584,0.00007440832,0.00006927395,0.0002048882,0.0001049984],"domain_scores_gemma":[0.9994866,0.0001399291,0.00009859662,0.00004573844,0.0001135582,0.0001155587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002189996,0.0003625304,0.01835898,0.0007621844,0.00005644803,0.392157,0.001849738,0.0003814835,0.002100404,0.04472285,0.2556017,0.2834277],"study_design_scores_gemma":[0.0000193109,0.00006629817,0.002378725,0.0006055034,0.00002800887,0.3956905,0.0008775583,0.0002502718,0.001041099,0.005184023,0.5938365,0.00002230882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07067312,0.07090014,0.01645903,0.05298695,0.01329021,0.0004310727,0.001095146,0.0008075517,0.7733568],"genre_scores_gemma":[0.4766706,0.05993349,0.0185425,0.05829524,0.009705112,0.0002834738,0.001930621,0.000450512,0.3741885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0309871,"threshold_uncertainty_score":0.1036621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04676327616143722,"score_gpt":0.2942671224274106,"score_spread":0.2475038462659734,"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."}}