{"id":"W7117125270","doi":"10.1097/pq9.0000000000000861","title":"A Quality Improvement Project to Limit Perioperative Transfusion During Craniofacial Surgery in Infants and Children","year":2025,"lang":"en","type":"article","venue":"Pediatric Quality and Safety","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Cranial vault; Perioperative; Blood transfusion; Craniofacial surgery; Craniosynostosis; Craniofacial","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":[0.05006265,0.0009282482,0.000425678,0.002252627,0.001918329,0.002852071,0.002842146,0.001357406,0.001557439],"category_scores_gemma":[0.05315851,0.0004563376,0.0009011822,0.002439289,0.0009726022,0.001370996,0.004921018,0.002030469,0.000401253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008528261,"about_ca_system_score_gemma":0.09896632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02985725,"about_ca_topic_score_gemma":0.02091946,"domain_scores_codex":[0.9758466,0.01098559,0.003571301,0.001268063,0.005662203,0.002666171],"domain_scores_gemma":[0.889259,0.01036684,0.02689211,0.004901713,0.03472694,0.03385343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006023131,0.003339674,0.5338707,0.001812282,0.0003089174,0.0005113652,0.003768525,0.008110994,0.003803717,0.002568832,0.03680007,0.4045026],"study_design_scores_gemma":[0.0007991829,0.00560949,0.8931007,0.003162116,0.0002056871,0.000776263,0.005294648,0.01142127,0.004838775,0.00109687,0.07359377,0.0001013004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7506884,0.007116734,0.0602539,0.1312397,0.002033974,0.01780181,0.006688267,0.002159501,0.02201758],"genre_scores_gemma":[0.7727081,0.004706607,0.1914192,0.01145361,0.0005111436,0.00898628,0.007025224,0.0001460069,0.003043907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05006265,"threshold_uncertainty_score":0.2647597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0135875149134674,"score_gpt":0.3038233869516215,"score_spread":0.2902358720381541,"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."}}