{"id":"W4412121678","doi":"10.1177/21925682231188810","title":"Blood Management and Conservation During Adult Spine Deformity Surgery","year":2025,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spinal Hematomas and Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Western Hospital; Hamilton Health Sciences; Hamilton General Hospital","funders":"","keywords":"Medicine; Tranexamic acid; Blood management; Surgery; Blood conservation; Perioperative; Deformity; Blood transfusion; Surgical team; Blood loss; Anesthesia; General surgery","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":[0.004342821,0.000976576,0.002695417,0.006508221,0.0004480215,0.002008724,0.001009698,0.001364831,0.005231305],"category_scores_gemma":[0.02051437,0.0005127462,0.002994622,0.005659283,0.0006747838,0.00149278,0.0008911,0.0008390585,0.0003033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002127199,"about_ca_system_score_gemma":0.007964252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0042845,"about_ca_topic_score_gemma":0.01232232,"domain_scores_codex":[0.9952572,0.001561714,0.001759646,0.0003668719,0.0009165463,0.0001380577],"domain_scores_gemma":[0.9864807,0.007093284,0.005015644,0.0001787594,0.001084765,0.0001468145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002879701,0.00005001814,0.00194574,0.8990902,0.00420616,0.0001834425,0.0001714448,0.0001552422,0.000145798,0.0005179055,0.002144706,0.09110146],"study_design_scores_gemma":[0.0002878693,0.0004818215,0.008773767,0.9262732,0.02588604,0.001289068,0.000433997,0.0001186599,0.0001938729,0.0007463379,0.0354748,0.00004054932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001079903,0.9975769,0.0001057218,0.0002952429,0.000136244,0.0002398248,0.0002096511,0.0000027151,0.0003537442],"genre_scores_gemma":[0.01627183,0.9813721,0.0006012114,0.0007871971,0.0002172853,0.0004014318,0.0001957533,0.000002224698,0.000150933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006508221,"threshold_uncertainty_score":0.02296734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101311703669134,"score_gpt":0.2758370612567537,"score_spread":0.2657058908898403,"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."}}