{"id":"W4372332916","doi":"10.1111/pan.14683","title":"Error traps in Pediatric Patient Blood Management in the Perioperative Period","year":2023,"lang":"en","type":"review","venue":"Pediatric Anesthesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Blood management; Perioperative; Anemia; Blood component; Intensive care medicine; Blood cancer; Blood transfusion; Blood conservation; Pediatrics; Surgery; Internal medicine; Cancer","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":[0.002018873,0.0006959235,0.001025131,0.002235677,0.0005066205,0.001579794,0.00100452,0.001352802,0.003148708],"category_scores_gemma":[0.008373466,0.0002515592,0.001116368,0.001975912,0.0006990304,0.001507289,0.0009710325,0.001773279,0.0005702116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009720988,"about_ca_system_score_gemma":0.003838164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864281,"about_ca_topic_score_gemma":0.005142123,"domain_scores_codex":[0.998606,0.000426815,0.0003349167,0.0001320204,0.0004313967,0.0000689296],"domain_scores_gemma":[0.9946141,0.003764751,0.0008340938,0.00007682423,0.0006092493,0.0001010198],"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":[0.00007181924,0.00004714744,0.001164224,0.05469226,0.0002818431,0.0003170056,0.0002499876,0.0002834399,0.0001486044,0.003785619,0.01947562,0.9194824],"study_design_scores_gemma":[0.00005026741,0.0001740791,0.005918215,0.1405056,0.00161024,0.006602541,0.0007059777,0.0002963053,0.0006095637,0.004149783,0.8393102,0.00006728993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001356417,0.9986352,0.0001152223,0.0004404151,0.0001348602,0.000007480369,0.00001375682,0.00000416981,0.0005131197],"genre_scores_gemma":[0.00182677,0.9973041,0.0002773024,0.0003331554,0.0001205352,0.000009460702,0.0000213669,0.000001503654,0.0001057997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003148708,"threshold_uncertainty_score":0.01067692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04667998567360161,"score_gpt":0.3162320082223508,"score_spread":0.2695520225487492,"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."}}