{"id":"W3016010789","doi":"10.2106/jbjs.19.01417","title":"Blood Management for Elective Orthopaedic Surgery","year":2020,"lang":"en","type":"review","venue":"Journal of Bone and Joint Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Institute for Health and Care Research","keywords":"Medicine; Blood management; Multidisciplinary team; Blood loss; Orthopedic surgery; Blood transfusion; Intensive care medicine; Hemoglobin; Multidisciplinary approach; Surgery; Internal medicine; Nursing","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":[0.0007169805,0.0008856778,0.001233749,0.002468907,0.0003755453,0.0009705954,0.001064929,0.001046847,0.007118563],"category_scores_gemma":[0.002050338,0.0002271139,0.001102698,0.001568555,0.0003995807,0.0009436363,0.00061033,0.001767638,0.001572482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006871076,"about_ca_system_score_gemma":0.001476461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00231608,"about_ca_topic_score_gemma":0.004761815,"domain_scores_codex":[0.9996159,0.00007871991,0.00008107635,0.0000546542,0.0001444527,0.0000252143],"domain_scores_gemma":[0.9993514,0.0003463166,0.0001468146,0.00001308084,0.0001077024,0.00003468721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006692279,0.0000477118,0.0002079122,0.03700527,0.0001786976,0.00007048166,0.0000392285,0.0001813159,0.0002095828,0.001579311,0.02838675,0.9320269],"study_design_scores_gemma":[0.0001119855,0.0002176929,0.004217165,0.1016455,0.0009752404,0.002821338,0.0002015959,0.0002462849,0.0003372691,0.004417477,0.8847591,0.00004942557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005485316,0.999132,0.00004727028,0.0001844182,0.0001511925,0.000004257406,0.00001200724,0.000003026246,0.0004109717],"genre_scores_gemma":[0.0005946548,0.9987972,0.0001243528,0.0001583892,0.0001400887,0.000006228007,0.00002734296,9.038424e-7,0.0001508314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007118563,"threshold_uncertainty_score":0.0238139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06433186274657188,"score_gpt":0.2983989908045055,"score_spread":0.2340671280579336,"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."}}