{"id":"W4389410670","doi":"10.1016/j.bpa.2023.11.005","title":"How low can you go: Restrictive transfusion strategies in major surgery and physiological triggers","year":2023,"lang":"en","type":"article","venue":"Best practice & research. Clinical anaesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; University of Toronto","keywords":"Medicine; Intensive care medicine; Red Blood Cell Transfusion; Adverse effect; Blood transfusion; Anemia; Population; Guideline; Hypoxia (environmental); Clinical trial; Randomized controlled trial; Blood management; Surgery; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005139216,0.0003891722,0.001145093,0.001004527,0.001973963,0.004641661,0.001017034,0.003396325,0.008925878],"category_scores_gemma":[0.05266368,0.0003748063,0.000755851,0.0007470624,0.002016442,0.006383833,0.001812111,0.007553347,0.002431238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691233,"about_ca_system_score_gemma":0.004059222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0060276,"about_ca_topic_score_gemma":0.01231485,"domain_scores_codex":[0.9968353,0.001644816,0.0004262801,0.0002642669,0.000536587,0.0002927353],"domain_scores_gemma":[0.9828987,0.01040466,0.002007425,0.0003773045,0.001843511,0.002468433],"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":[0.0017432,0.0008154458,0.06535325,0.003596374,0.0004703618,0.001935778,0.00464408,0.0003644461,0.0003950925,0.007996741,0.2173123,0.6953729],"study_design_scores_gemma":[0.001801404,0.00267765,0.1946454,0.1051705,0.003629747,0.02278768,0.0478432,0.002624067,0.00155076,0.1689328,0.447374,0.0009628187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.04794822,0.2072516,0.002307873,0.7079763,0.007413328,0.00008831204,0.0003709328,0.0001458759,0.02649753],"genre_scores_gemma":[0.5528575,0.2461884,0.01118317,0.1598081,0.02157218,0.0003907079,0.0007117733,0.0002618652,0.00702625],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008925878,"threshold_uncertainty_score":0.02986008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1983075483197519,"score_gpt":0.4454760525016914,"score_spread":0.2471685041819395,"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."}}