{"id":"W4281692003","doi":"10.1016/j.wneu.2022.05.093","title":"Global Epidemiology of Craniosynostosis: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Craniosynostosis; Medicine; Craniofacial; Pediatrics; Neurocognitive; Confidence interval; Epidemiology; Trigonocephaly; Surgery; Internal medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007495148,0.0005202319,0.009006305,0.000215633,0.00007840532,0.000006385207,0.0002692935,0.0001296079,0.0003074732],"category_scores_gemma":[0.0007531951,0.00037971,0.005021248,0.001216377,0.00008447341,0.000002175335,0.0002620259,0.0001221746,0.000004022811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001856957,"about_ca_system_score_gemma":0.00008175668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003172223,"about_ca_topic_score_gemma":0.0000538561,"domain_scores_codex":[0.9957547,0.001543436,0.001501475,0.0007667813,0.0001507977,0.000282838],"domain_scores_gemma":[0.9974151,0.0003895817,0.001182291,0.0008826267,0.000029215,0.0001011708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000005950238,0.000160836,0.0002730267,0.790709,0.205274,0.00002271716,0.000001387051,0.000001570302,1.89363e-7,0.000085312,0.001918093,0.001547966],"study_design_scores_gemma":[0.00003569681,0.00003614304,0.00001406946,0.001642101,0.7296063,0.00003163761,8.964354e-7,1.308898e-7,9.392947e-8,0.00001063106,0.2683874,0.0002348475],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001994516,0.9975663,0.00001090064,0.00006348015,0.00007710485,0.001251641,0.0008295367,0.00001023925,0.0001887346],"genre_scores_gemma":[0.00008713404,0.9965362,0.0000135401,0.001258476,0.00001148211,0.0007329807,0.000476069,0.00003518351,0.0008489183],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7890669,"threshold_uncertainty_score":0.9998655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077343428712103,"score_gpt":0.3631084353290339,"score_spread":0.2553740924578236,"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."}}