{"id":"W4409577852","doi":"10.3171/2024.10.peds24412","title":"Global variability in fetal spina bifida surgery: a survey of neurosurgical strategies","year":2025,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Social Innovation; Hospital for Sick Children; University of Toronto; SickKids Foundation; Mount Sinai Hospital","funders":"University of Toronto","keywords":"Spina bifida; Medicine; Fetal surgery; Fetoscopy; Fetus; Surgery; Gestational age; Dissection (medical); Obstetrics; Prenatal diagnosis; Pregnancy; In utero","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.003856154,0.0002050188,0.0009570229,0.001222796,0.00004314904,0.00004446683,0.0001649661,0.0001524596,0.00002170612],"category_scores_gemma":[0.007372089,0.0001772282,0.000422264,0.004256638,0.0001252813,0.0003946869,0.00006674343,0.0004292468,0.000001732933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008808992,"about_ca_system_score_gemma":0.001877184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001277305,"about_ca_topic_score_gemma":0.00003202514,"domain_scores_codex":[0.9965771,0.0005354174,0.001794897,0.0002035189,0.000570434,0.0003185904],"domain_scores_gemma":[0.9957944,0.002064737,0.0009573855,0.0003013617,0.0007045814,0.0001775899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008924693,0.0006024636,0.991173,0.000309744,0.00002052429,0.0003393598,0.00001193069,0.0001535209,0.00009123909,0.0004206653,0.004061614,0.001923437],"study_design_scores_gemma":[0.0006659636,0.0001983291,0.9971653,0.0000722369,0.0001217204,0.0003320015,0.0000301969,0.0001481652,0.00002408562,0.0004725699,0.0006632556,0.0001062109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948672,0.0003276325,0.001407857,0.0005343073,0.001762539,0.0001561079,0.0000659592,0.00001616873,0.0008622392],"genre_scores_gemma":[0.9986438,0.0008417149,0.00009706648,0.0002389202,0.0001312048,0.000001958553,0.00001095834,0.0000100576,0.0000242942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005992232,"threshold_uncertainty_score":0.8825611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786468988243256,"score_gpt":0.3092430355521678,"score_spread":0.2813783456697352,"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."}}