{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003380735,0.0004904377,0.0007676838,0.0004669079,0.00007041348,0.0000389216,0.0001864025,0.0005483222,0.03840399],"category_scores_gemma":[0.0001433767,0.0004325644,0.0004648564,0.0005548793,0.0001122628,0.00004001018,0.00004894887,0.0006229868,0.0001805932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003650207,"about_ca_system_score_gemma":0.000720592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003731693,"about_ca_topic_score_gemma":0.0005490639,"domain_scores_codex":[0.9972353,0.0001161433,0.0004357838,0.0007990894,0.0009981763,0.0004155324],"domain_scores_gemma":[0.998285,0.00009630133,0.0001490037,0.0009874196,0.0001068035,0.000375499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002076193,0.001345227,0.006225954,0.005554622,0.0006902567,0.003192971,0.00006686556,0.000004932873,0.0008089279,0.0003703806,0.9349251,0.04660719],"study_design_scores_gemma":[0.002722153,0.0004000129,0.0005528881,0.01426531,0.002101298,0.00004208464,0.00002779063,0.00002904482,0.0005605781,0.000003345369,0.9788622,0.0004332687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000598946,0.06548167,0.00730782,0.01378246,0.002189505,0.003109282,0.00005205205,0.001152026,0.9063262],"genre_scores_gemma":[0.0008878151,0.05311256,0.004730729,0.009646075,0.001441207,0.0001193081,0.0003192174,0.0007472822,0.9289958],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04617392,"threshold_uncertainty_score":0.9998126,"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."}}