{"id":"W2470636789","doi":"10.1227/neu.0000000000001287","title":"First Treatment in Infants With Hydrocephalus","year":2016,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Hydrocephalus; Endoscopic third ventriculostomy; Medicine; Shunt (medical); Choroid plexus; Cauterization; Context (archaeology); Intensive care medicine; Pediatrics; Surgery","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":[0.00007168148,0.0002456849,0.0002760858,0.0001991015,0.0001091169,0.00003954523,0.0001685861,0.00005437876,0.0001976226],"category_scores_gemma":[0.0002461023,0.000140424,0.00007584125,0.0004215389,0.0001280213,0.0002745503,0.00004439404,0.00007159277,0.0003215087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094064,"about_ca_system_score_gemma":0.00007495384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006156458,"about_ca_topic_score_gemma":0.0001548245,"domain_scores_codex":[0.9982349,0.00006323939,0.0002710842,0.000622357,0.0002965204,0.0005118709],"domain_scores_gemma":[0.9988511,0.0005548796,0.00007027009,0.0003651996,0.00001235207,0.0001461683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001140837,0.001025704,0.361661,0.00003708959,0.000008520986,0.002727692,0.0003066596,0.0002026462,0.6059108,0.001088555,0.001299753,0.02459081],"study_design_scores_gemma":[0.005940313,0.001765789,0.2834187,0.0003644176,0.00002417857,0.0007697248,0.00001150345,0.0006646654,0.604908,0.0005694864,0.1004483,0.001114937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993951,0.0000306022,0.0000234577,0.00103901,0.000361441,0.000210807,0.00001531089,0.0001253739,0.004243032],"genre_scores_gemma":[0.9968753,0.0002873834,0.00000993356,0.0008282323,0.0001024261,0.00005342834,3.986331e-7,0.00003802962,0.001804892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09914851,"threshold_uncertainty_score":0.5726323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455994177289142,"score_gpt":0.2437589731456419,"score_spread":0.2191990313727505,"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."}}