{"id":"W4223933733","doi":"10.3171/2022.2.peds21446","title":"Complications and outcomes of posterior fossa decompression with duraplasty versus without duraplasty for pediatric patients with Chiari malformation type I and syringomyelia: a study from the Park-Reeves Syringomyelia Research Consortium","year":2022,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Center for Advancing Translational Sciences; Intellectual and Developmental Disabilities Research Center; Intellectual and Developmental Disabilities Research Center, Washington University School of Medicine in St. Louis; National Institutes of Health","keywords":"Syringomyelia; Medicine; Syrinx (medicine); Surgery; Decompression; Posterior fossa; Complication; Retrospective cohort study; Chiari malformation; Magnetic resonance imaging; 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":[0.0007157227,0.0001867618,0.00044417,0.000602268,0.000617126,0.00005880546,0.0001567643,0.00004097274,0.000005670299],"category_scores_gemma":[0.0005624594,0.0001137238,0.00006434586,0.0009570809,0.0001186963,0.0003385322,0.0001732243,0.0005098117,3.77202e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004036861,"about_ca_system_score_gemma":0.0002439594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000183251,"about_ca_topic_score_gemma":0.00001127819,"domain_scores_codex":[0.9977149,0.0001809112,0.0007502869,0.0002075755,0.000898857,0.0002474987],"domain_scores_gemma":[0.996039,0.001586157,0.0008635029,0.0002775816,0.001072654,0.0001610609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004854711,0.000463266,0.9927184,0.00007877945,0.0000775553,0.00000752902,0.0006685407,0.00005993231,0.00003849572,0.000008978459,0.0004164266,0.0006073939],"study_design_scores_gemma":[0.005342311,0.004549328,0.9875424,0.00002354883,0.0005547816,0.00007599298,0.001245447,0.00009710495,0.000005093553,0.000008154753,0.0004391262,0.0001167219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974419,0.0002253177,0.0000719716,0.0005792606,0.0003960429,0.001089422,0.0001639379,0.00001318378,0.00001893428],"genre_scores_gemma":[0.9990447,0.0001917565,0.0004316507,0.00008742384,0.0001241268,0.00005289406,0.00003223914,0.00002553728,0.000009736726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005176001,"threshold_uncertainty_score":0.4746497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04286954616259182,"score_gpt":0.3177946330557609,"score_spread":0.2749250868931691,"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."}}