{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001243246,0.0001028091,0.0001968301,0.00009118795,0.0001985425,0.00004243095,0.00005125731,0.00003945247,0.00003296215],"category_scores_gemma":[0.00004929187,0.00008647575,0.00008389294,0.0003232414,0.00003219114,0.00007725274,0.00005637668,0.0001217571,0.000007237209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009661558,"about_ca_system_score_gemma":0.0000683196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000257476,"about_ca_topic_score_gemma":0.00001360741,"domain_scores_codex":[0.9991803,0.00001173382,0.0003166087,0.0001369869,0.0001682779,0.0001860958],"domain_scores_gemma":[0.9994512,0.000003244766,0.00009539555,0.000145526,0.0001784204,0.0001261684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001440685,0.0005480876,0.8867642,0.000815063,0.0005711818,0.0003746933,0.00001144001,0.000003388909,0.0007211262,0.05692875,0.00965262,0.04346535],"study_design_scores_gemma":[0.001161366,0.0000424844,0.9906868,0.0004755543,0.0002210224,0.003268161,0.00004392627,0.00006715496,0.0003192945,0.0017642,0.001876496,0.00007357835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805282,0.0009088364,0.00313885,0.008958702,0.0001521486,0.0001713513,0.000002629798,0.00003987792,0.006099394],"genre_scores_gemma":[0.9912287,0.0006519844,0.005499836,0.001449237,0.0001443136,0.00001231416,0.000007361015,0.000005113494,0.001001163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039225,"threshold_uncertainty_score":0.3526379,"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."}}