{"id":"W2013930258","doi":"10.1016/s1042-3680(03)00067-6","title":"Results of endoscopic third ventriculostomy","year":2004,"lang":"en","type":"review","venue":"Neurosurgery Clinics of North America","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Calgary; Alberta Children's Hospital","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Ventriculostomy; General surgery; Endoscopy; Internal medicine; Radiology; Hydrocephalus","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":[0.0002795648,0.0007182632,0.003816477,0.0005532378,0.00009494308,0.00002648313,0.001106251,0.00026286,0.00003095754],"category_scores_gemma":[0.004765327,0.0006278059,0.001802251,0.002154703,0.0006054007,0.0001332216,0.0003311074,0.0009198629,0.0001677223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000631616,"about_ca_system_score_gemma":0.00113061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004002697,"about_ca_topic_score_gemma":0.000002809356,"domain_scores_codex":[0.9933164,0.0004511206,0.003446477,0.001244168,0.0008981025,0.0006437719],"domain_scores_gemma":[0.9909493,0.003700653,0.003679984,0.001284546,0.0001256899,0.0002598541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001012691,0.0006806637,0.0002292628,0.01336996,0.00003832886,0.0002344953,0.00002395178,0.00004616164,0.00001321651,0.0000314191,0.001033123,0.9841982],"study_design_scores_gemma":[0.0004729552,0.0006130004,0.0001545568,0.004983096,0.0003552375,0.00004567447,9.34324e-7,0.00000484123,0.0001106541,0.00002241075,0.9928206,0.0004160907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002407909,0.9910403,0.00001030302,0.00003447815,0.002297365,0.001009754,0.001567203,0.0001212692,0.00151145],"genre_scores_gemma":[0.003248292,0.9957884,0.00005372169,0.0002731048,0.0001763016,0.00003226682,0.00009465685,0.0001004456,0.0002327996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9917874,"threshold_uncertainty_score":0.9996173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05718893570959831,"score_gpt":0.3358820095425396,"score_spread":0.2786930738329413,"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."}}