{"id":"W4315928801","doi":"10.1227/neu.0000000000002193","title":"Preliminary Experience Suggests the Addition of Choroid Plexus Cauterization to Functional Hemispherectomy May Reduce Posthemispherectomy Hydrocephalus","year":2022,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health","keywords":"Hemispherectomy; Medicine; Cauterization; Choroid plexus; Surgery; Hydrocephalus; Shunting; Odds ratio; Epilepsy; Internal medicine; Central nervous system","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":[0.0005444014,0.000218091,0.0002627589,0.0004714093,0.0001935916,0.000193908,0.0001951625,0.000170245,0.002419172],"category_scores_gemma":[0.002557456,0.0000463248,0.0003396288,0.0002364681,0.0004322652,0.0001924718,0.0001472085,0.0004492338,0.0002390396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000233415,"about_ca_system_score_gemma":0.0003028414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268297,"about_ca_topic_score_gemma":0.003587268,"domain_scores_codex":[0.9998614,0.0000354753,0.00002214954,0.00001831529,0.00003714564,0.00002552124],"domain_scores_gemma":[0.9982292,0.001066943,0.0003178098,0.00008922656,0.0001706249,0.0001262137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003280977,0.001762734,0.2273136,0.001777684,0.0005619686,0.003984905,0.0003149663,0.001959174,0.06025736,0.0007092701,0.004621334,0.6934561],"study_design_scores_gemma":[0.0005504682,0.01596856,0.9040723,0.0003545051,0.0004634567,0.01869441,0.0002644757,0.001971076,0.03674967,0.0005686741,0.02030099,0.00004126759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634691,0.01758522,0.00509257,0.001587517,0.0001773457,0.0001401784,0.0001299547,0.0001698595,0.01164817],"genre_scores_gemma":[0.9893377,0.006230457,0.00318956,0.0002767433,0.0001567723,0.00002820747,0.0001148928,0.00001625265,0.0006493517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002419172,"threshold_uncertainty_score":0.00809294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02914403498294246,"score_gpt":0.2615255881781079,"score_spread":0.2323815531951654,"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."}}