{"id":"W4392586742","doi":"10.2196/57012","title":"Blood Management: A Current Opportunity in Perioperative Medicine","year":2024,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood management; Blood product; Context (archaeology); Intensive care medicine; Current (fluid); Medicine; Perioperative; Value (mathematics); Transfusion medicine; Product (mathematics); Blood transfusion; Knowledge management; Risk analysis (engineering); Computer science; Engineering; Surgery; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006104421,0.0004675756,0.0006307446,0.001339024,0.002646162,0.007290326,0.001113475,0.006061259,0.004566417],"category_scores_gemma":[0.006490363,0.0002541198,0.0004603219,0.001225618,0.00877151,0.01240701,0.00289666,0.01197698,0.001179661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003289258,"about_ca_system_score_gemma":0.005319414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00203163,"about_ca_topic_score_gemma":0.005839091,"domain_scores_codex":[0.9972507,0.001250132,0.0001775267,0.0002172913,0.0008626181,0.0002417153],"domain_scores_gemma":[0.992251,0.004536526,0.0004580147,0.000237995,0.001378673,0.001137865],"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":[0.00007985913,0.0001393196,0.001752231,0.002193401,0.00002337338,0.001138945,0.004303236,0.0004743379,0.001189226,0.3381956,0.1893151,0.4611955],"study_design_scores_gemma":[0.00001641878,0.0001412962,0.001319836,0.003443995,0.00002367025,0.002592306,0.005070209,0.0004498081,0.0002513955,0.1022126,0.8844209,0.00005767442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001651409,0.4581981,0.005263482,0.4960807,0.02038746,0.000008507147,0.0000187734,0.00005634124,0.01833527],"genre_scores_gemma":[0.06951212,0.6723508,0.008889158,0.1523775,0.09116284,0.00003552021,0.00003332579,0.00006932846,0.005569427],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007290326,"threshold_uncertainty_score":0.03228366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04390045844547753,"score_gpt":0.3696357377909572,"score_spread":0.3257352793454797,"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."}}