{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003719505,0.0001617344,0.000370182,0.0005058371,0.00004923456,0.00001536965,0.00006998344,0.00005908229,0.0003010144],"category_scores_gemma":[0.00003477583,0.0001480188,0.0001299146,0.000690908,0.00006546509,0.0000451758,0.00008345272,0.0001620023,0.00002986448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004310561,"about_ca_system_score_gemma":0.00005163962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002009509,"about_ca_topic_score_gemma":0.00001762913,"domain_scores_codex":[0.9988368,0.00003228848,0.0003351766,0.0003245836,0.0001943868,0.0002767357],"domain_scores_gemma":[0.9995039,0.0000364374,0.00002735653,0.0003324224,0.00003600394,0.00006385482],"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":[0.0006624846,0.005417286,0.3207296,0.003848929,0.001680866,0.01722104,0.001436964,0.00003904262,0.003416079,0.05412304,0.09917327,0.4922514],"study_design_scores_gemma":[0.007140862,0.0002260375,0.4026472,0.007266551,0.0009715241,0.0001351869,0.002823049,0.00009974991,0.01445971,0.00040322,0.5631171,0.00070978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7730868,0.002639175,0.0003832902,0.00762502,0.0008366163,0.0009594644,0.000002544626,0.0001294087,0.2143376],"genre_scores_gemma":[0.9213954,0.007164108,0.001986928,0.004197588,0.00005844226,0.0001557571,0.0000301053,0.00002252699,0.0649891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4915417,"threshold_uncertainty_score":0.6036033,"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."}}