{"id":"W4406277353","doi":"10.1007/s00381-025-06750-3","title":"Giant encephalocele in newborns: prenatal diagnosis, management and outcome","year":2025,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Encephalocele; Medicine; Neural tube defect; Surgery; Prenatal diagnosis; Pediatrics; Hydrocephalus; Medical record; Chiari malformation; Pregnancy; Fetus; Magnetic resonance imaging; Syringomyelia; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002355658,0.0001465467,0.0004919308,0.0001882458,0.0000627897,0.00001458024,0.00008703226,0.0001169591,0.00002333762],"category_scores_gemma":[0.00002951682,0.0001140171,0.00006435725,0.0002404326,0.00004684687,0.00003780529,0.0001002609,0.0001922293,0.00003356822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001585638,"about_ca_system_score_gemma":0.00002881915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008146069,"about_ca_topic_score_gemma":0.00004932759,"domain_scores_codex":[0.9987468,0.00006602477,0.0004308785,0.0003295635,0.000135668,0.0002911206],"domain_scores_gemma":[0.9994677,0.00009004041,0.00004392433,0.0002552683,0.00001879596,0.0001243104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002137235,0.0005569293,0.8789799,0.00570787,0.000179324,0.003557213,0.0003615079,0.00001097276,0.00002685375,0.03871305,0.003685946,0.06800672],"study_design_scores_gemma":[0.003518685,0.0001854788,0.8959736,0.002812272,0.0001018612,0.0002466173,0.0006132355,0.0002906259,0.0001875133,0.00003435876,0.09586636,0.0001694067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8128297,0.004900572,0.0001010846,0.004999409,0.0005242187,0.001295189,0.000009236372,0.0001630003,0.1751776],"genre_scores_gemma":[0.996112,0.0002148752,0.0001689716,0.0009174213,0.00008508317,0.0001500082,0.000008053204,0.00001095107,0.002332605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1832823,"threshold_uncertainty_score":0.4649481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090152034523619,"score_gpt":0.2771135850723871,"score_spread":0.2662120647271509,"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."}}