{"id":"W4405793621","doi":"10.1097/brs.0000000000005250","title":"Redefining Clinically Significant Blood Loss in Complex Adult Spine Deformity Surgery","year":2024,"lang":"en","type":"article","venue":"Spine","topic":"Blood transfusion and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; SPINE (molecular biology); Surgery; Retrospective cohort study; Spinal deformity; Blood loss; Deformity; Rachis; Bioinformatics","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":[0.002291145,0.0002546915,0.0003806571,0.00153623,0.0001881385,0.0005658816,0.0003170249,0.0002592156,0.0007534282],"category_scores_gemma":[0.006384382,0.0001622866,0.0003928512,0.001627258,0.000380779,0.0006648591,0.0005248812,0.0003961907,0.0001393602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002717136,"about_ca_system_score_gemma":0.0004055632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000811182,"about_ca_topic_score_gemma":0.00119702,"domain_scores_codex":[0.9977821,0.0006648794,0.000558709,0.0003355448,0.0005250711,0.0001338189],"domain_scores_gemma":[0.9903641,0.001774294,0.006558341,0.0004071132,0.0005976228,0.0002984182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009485631,0.00001452505,0.9987563,0.00001303043,0.00001903133,0.00002397337,0.00001724405,0.00003329125,0.00005821871,0.00000880106,0.00004010949,0.0009204952],"study_design_scores_gemma":[0.000006865866,0.000197381,0.9986393,0.00001100833,0.00001612587,0.0003690158,0.00006384461,0.0003914094,0.0001244138,0.00001342411,0.0001634893,0.000003790871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998044,0.0003351518,0.0007453673,0.00002382463,0.000005863323,0.00004708472,0.0005088848,0.000007959668,0.0002818146],"genre_scores_gemma":[0.9989426,0.0000742254,0.0004096825,0.00002067882,0.000008991536,0.00004830514,0.0004563545,0.000001968212,0.00003709647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002291145,"threshold_uncertainty_score":0.01211685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04200276653780649,"score_gpt":0.3114442071689588,"score_spread":0.2694414406311523,"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."}}