{"id":"W2616368277","doi":"10.1016/j.wneu.2017.05.052","title":"Endoscopic Third Ventriculostomy: Outcome Analysis of an Anterior Entry Point","year":2017,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Coronal suture; Surgery; Endoscopy; Complication; Biopsy; Hydrocephalus; Ventriculostomy; Radiology; Craniosynostosis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002917169,0.0002695931,0.0007846038,0.0009205081,0.0004814915,0.0002524812,0.0008163765,0.00005215613,0.0003261045],"category_scores_gemma":[0.000966043,0.0002478522,0.0005259073,0.0009038494,0.0002454404,0.0005486624,0.0002760522,0.00023981,0.00006197207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003470851,"about_ca_system_score_gemma":0.00004070048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008620953,"about_ca_topic_score_gemma":0.00008525779,"domain_scores_codex":[0.997422,0.0001560916,0.0007355352,0.0007172109,0.0004790044,0.0004901244],"domain_scores_gemma":[0.9974201,0.0002948747,0.000598776,0.001422522,0.00003719259,0.0002265299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001034162,0.0003541082,0.632612,0.00004825094,0.00005897494,0.0005106219,0.00006616853,0.00004442218,0.363552,0.0005953368,0.0004016807,0.001653077],"study_design_scores_gemma":[0.0004113397,0.00009253927,0.7321005,0.00003917695,0.0003273212,0.00001729643,0.0000052317,0.001333068,0.2631053,0.00006641047,0.002257351,0.0002444397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931216,0.00005492568,0.00001183386,0.0005083777,0.001298138,0.0001620111,0.00006109335,0.00009902939,0.004682949],"genre_scores_gemma":[0.9960272,0.00006620673,0.00001899571,0.001445279,0.0001271956,0.00001119621,0.000004289529,0.00002923949,0.002270418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1004467,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03724218123401454,"score_gpt":0.3081813858776116,"score_spread":0.270939204643597,"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."}}