{"id":"W4415015288","doi":"10.1016/j.semss.2025.101212","title":"Perioperative blood loss management","year":2025,"lang":"en","type":"article","venue":"Seminars in Spine Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"BC Children's Hospital","keywords":"Blood conservation; Blood management; Perioperative; Blood loss; Blood transfusion; SAFER","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":[0.0006753867,0.0003739785,0.0003385535,0.0008179589,0.0007085253,0.001108066,0.0005437668,0.0005028685,0.007085735],"category_scores_gemma":[0.002370168,0.00009486866,0.0003331431,0.0003693593,0.0001727853,0.0005411405,0.0007129017,0.001448824,0.001995046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005575967,"about_ca_system_score_gemma":0.00121861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003905208,"about_ca_topic_score_gemma":0.000652508,"domain_scores_codex":[0.9995331,0.00006411045,0.00006827073,0.00003317656,0.0002221288,0.00007935557],"domain_scores_gemma":[0.999465,0.00006981915,0.0001028975,0.00002131217,0.0001786395,0.0001623288],"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":[0.0002411649,0.0005793343,0.02007695,0.0003398055,0.00005854728,0.00239511,0.0002679832,0.0006246684,0.00260028,0.003074199,0.0728311,0.8969108],"study_design_scores_gemma":[0.0002071989,0.002906408,0.1674261,0.005519829,0.0003154163,0.03979432,0.001674026,0.00580627,0.0130731,0.01656592,0.7465816,0.000129968],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2040501,0.1146108,0.07597864,0.07715885,0.01563031,0.00135129,0.0007533889,0.001668361,0.5087984],"genre_scores_gemma":[0.7009302,0.07524226,0.05859867,0.02325703,0.01621108,0.001329038,0.001745955,0.0003626481,0.1223232],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007085735,"threshold_uncertainty_score":0.02370417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008063387988775839,"score_gpt":0.2672257013582519,"score_spread":0.2591623133694761,"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."}}