{"id":"W3002920093","doi":"10.1097/gox.0000000000002592","title":"Operative Time as the Predominant Risk Factor for Transfusion Requirements in Nonsyndromic Craniosynostosis Repair","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Perioperative; Blood transfusion; Odds ratio; Logistic regression; Craniosynostosis; Retrospective cohort study; Risk factor; Surgery; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005984043,0.0002526194,0.0001517273,0.0005376422,0.0002643538,0.0004830382,0.0003742078,0.0002666959,0.002359025],"category_scores_gemma":[0.004352785,0.0001179911,0.000331515,0.0005375436,0.0002736781,0.0002740648,0.0002218475,0.0005862268,0.0001502043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002987757,"about_ca_system_score_gemma":0.0007658909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958382,"about_ca_topic_score_gemma":0.002493266,"domain_scores_codex":[0.9996467,0.00006837525,0.00005971724,0.0000504019,0.0001144145,0.00006048366],"domain_scores_gemma":[0.9935026,0.001847381,0.003399954,0.0001334123,0.0002874227,0.0008293202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009195309,0.0000120471,0.9984195,0.000005354951,0.000009829549,0.0002392944,0.00002068762,0.00003627267,0.0001853389,0.000007845593,0.00003783008,0.0009340203],"study_design_scores_gemma":[0.000003997176,0.0001653025,0.995666,0.00001748137,0.0000400056,0.00287991,0.0002195347,0.0005729519,0.0002547094,0.00002244417,0.000152752,0.000004793035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992656,0.0003804258,0.00009745632,0.00004713192,0.000007262538,0.000002790164,0.00003474143,0.000002580667,0.0001620589],"genre_scores_gemma":[0.9996248,0.0001367524,0.0001102311,0.00001003174,0.00001608755,0.000002107949,0.0000480875,0.00000219636,0.00004956171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002359025,"threshold_uncertainty_score":0.007891774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0195425541241119,"score_gpt":0.2805347891986331,"score_spread":0.2609922350745212,"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."}}