{"id":"W2620842396","doi":"10.1159/000474948","title":"Survey of Techniques Utilized to Access Ventricular Shunts and Reservoirs","year":2017,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pediatric Oncology Group","funders":"","keywords":"Medicine; Neurosurgery; Subspecialty; Surgery; Internal medicine; Family medicine","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":[0.004168443,0.0002090642,0.0002220606,0.001144115,0.0002749484,0.0004442478,0.0003708551,0.0005349995,0.001672885],"category_scores_gemma":[0.01597163,0.0002683864,0.0003601162,0.001181108,0.000340258,0.000809359,0.0005848703,0.0005351528,0.0004823782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004358906,"about_ca_system_score_gemma":0.000636414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797761,"about_ca_topic_score_gemma":0.002473379,"domain_scores_codex":[0.9952061,0.002114748,0.0008932141,0.0002923171,0.001081478,0.0004121021],"domain_scores_gemma":[0.9819022,0.005722263,0.008129785,0.0004341822,0.002706221,0.001105184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004104118,0.00006624163,0.9885699,0.0001265694,0.00003551463,0.00007433193,0.001803132,0.0001083638,0.0004561428,0.00002910503,0.0004753294,0.008214358],"study_design_scores_gemma":[0.000002918973,0.0002736779,0.9943125,0.00007842969,0.00001166812,0.0003102333,0.003159724,0.0002066844,0.0001998418,0.00001048936,0.001424057,0.000009837901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997328,0.0002609954,0.0003452883,0.0001919505,0.00001089172,0.00006395987,0.000534645,0.00001211734,0.001252034],"genre_scores_gemma":[0.9982059,0.0004614939,0.0005186436,0.0001271078,0.00001140288,0.00005946035,0.0003665494,0.00000581083,0.000243635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004168443,"threshold_uncertainty_score":0.02204508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07735837968732161,"score_gpt":0.3377286028076057,"score_spread":0.2603702231202841,"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."}}