{"id":"W4296636461","doi":"10.1097/sla.0000000000005721","title":"Recommendations From the International Consensus Conference on Anemia Management in Surgical Patients (ICCAMS)","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"National Center for Advancing Translational Sciences; National Center for Research Resources; American Regent; National Institutes of Health; National Heart, Lung, and Blood Institute; Georgia Clinical and Translational Science Alliance","keywords":"Medicine; Anemia; Perioperative; Intensive care medicine; Etiology; Blood management; Delphi method; Surgery; 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":[0.06334,0.002792967,0.003148482,0.008457115,0.00243633,0.004973262,0.00915157,0.01273448,0.006882676],"category_scores_gemma":[0.09695867,0.001377903,0.008278829,0.005313808,0.001622129,0.002620793,0.005046422,0.01316758,0.003754616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008913876,"about_ca_system_score_gemma":0.04679862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02129033,"about_ca_topic_score_gemma":0.01600116,"domain_scores_codex":[0.9540501,0.02178729,0.01189694,0.001420915,0.008870722,0.001974178],"domain_scores_gemma":[0.9135646,0.02330302,0.007128944,0.001530723,0.04824329,0.006229393],"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":[0.0002233555,0.0002720918,0.004188513,0.01315409,0.0004875335,0.0004202134,0.0009895082,0.001149892,0.0002636089,0.004913064,0.7246737,0.2492645],"study_design_scores_gemma":[0.0009849054,0.0002315897,0.01363887,0.1120032,0.002028456,0.001182656,0.002116035,0.001547646,0.0007388623,0.01088363,0.8543713,0.0002728205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004476911,0.1635242,0.02419268,0.6984149,0.0476349,0.01156633,0.009670127,0.0005821636,0.03993791],"genre_scores_gemma":[0.06398153,0.2950771,0.3561137,0.1666668,0.01332198,0.04237384,0.03670062,0.0004511121,0.02531324],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06334,"threshold_uncertainty_score":0.3349779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2333832664711722,"score_gpt":0.3485605127013825,"score_spread":0.1151772462302103,"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."}}