{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002900693,0.0003154209,0.0003185594,0.0008012101,0.0005386152,0.0004072481,0.0003600363,0.0008920294,0.0009319395],"category_scores_gemma":[0.003610583,0.0001472049,0.0002598694,0.0004312942,0.0004759437,0.0004241366,0.0004472259,0.0006244961,0.0001206713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005918369,"about_ca_system_score_gemma":0.0005458063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002227357,"about_ca_topic_score_gemma":0.002067378,"domain_scores_codex":[0.9997913,0.00004313289,0.00002722683,0.0000234577,0.00004337202,0.00007153517],"domain_scores_gemma":[0.9992888,0.0003333094,0.0001327056,0.00002283039,0.00004799699,0.0001742634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004920432,0.0001700541,0.8098987,0.0000558737,0.0000342287,0.166601,0.0004598386,0.0005925743,0.001726042,0.000358613,0.0005811672,0.01902981],"study_design_scores_gemma":[0.00002526726,0.0006648715,0.642985,0.0001608035,0.0000580678,0.3507458,0.00186386,0.0009763578,0.001109385,0.0007608319,0.000608772,0.00004094039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957215,0.002304865,0.0002033314,0.0005006615,0.00003680738,0.000009051781,0.0001185296,0.000008939997,0.00109635],"genre_scores_gemma":[0.9982032,0.001239066,0.0001941912,0.00004513715,0.00004675013,0.000005665434,0.0001108052,0.000002443747,0.0001528309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002227357,"threshold_uncertainty_score":0.004428804,"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."}}