{"id":"W1906379176","doi":"10.3171/ped.2008.2.10.254","title":"Clinical predictors of developmental outcome in patients with cephaloceles","year":2008,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto; McMaster University","funders":"Hospital for Sick Children; McMaster University","keywords":"Medicine; Hydrocephalus; Univariate analysis; Microcephaly; Encephalocele; Logistic regression; Retrospective cohort study; Pediatrics; Surgery; Internal medicine; Multivariate analysis","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":[0.0006396354,0.0001287418,0.0008581006,0.0005040234,0.0000242418,0.00000215048,0.00008501555,0.0001334761,0.0000315389],"category_scores_gemma":[0.001028019,0.00008700012,0.0002099604,0.0005845585,0.0001184208,0.0001067153,0.00002911897,0.0005248986,0.000003780282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005904437,"about_ca_system_score_gemma":0.0005682776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000130196,"about_ca_topic_score_gemma":5.131371e-7,"domain_scores_codex":[0.9971829,0.0001227932,0.001740305,0.0001333994,0.0005973117,0.0002232645],"domain_scores_gemma":[0.9978536,0.0008061451,0.0006928356,0.00008834269,0.000287904,0.0002711491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001099447,0.00129262,0.9939771,0.0000386383,0.00001855888,0.001225747,0.00004270584,0.000004484492,0.00001379824,7.341775e-7,0.001655337,0.0006307898],"study_design_scores_gemma":[0.003514466,0.001679094,0.9909811,0.00002386199,0.00005763406,0.0003772107,0.000009118825,0.000001630542,0.00001850223,0.000001186469,0.003260418,0.00007580307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987266,0.00006177725,0.000005601026,0.0001308702,0.0007590551,0.0001048654,0.000005203638,0.000006561412,0.0001994316],"genre_scores_gemma":[0.9982545,0.0004479269,0.0004932392,0.0003368481,0.0003905477,5.393965e-7,0.000002463274,0.00001724293,0.00005669382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002996066,"threshold_uncertainty_score":0.3547762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04587372748727449,"score_gpt":0.3048757909497424,"score_spread":0.259002063462468,"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."}}