{"id":"W31915556","doi":"10.1017/s0317167100052562","title":"Intraoperative Fiber-Optic Endoscopy for Ventricular Catheter Insertion","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Catheter; Hydrocephalus; Endoscopy; Surgery; Neuronavigation; Shunt (medical)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008007883,0.0002174586,0.0001770602,0.000493127,0.0001620847,0.0003204919,0.0002216935,0.0001946026,0.00122321],"category_scores_gemma":[0.0073071,0.0001116592,0.0001542005,0.0003124472,0.000304122,0.0004526879,0.0002750496,0.0002196998,0.0002765315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254088,"about_ca_system_score_gemma":0.000311542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004761468,"about_ca_topic_score_gemma":0.0007868662,"domain_scores_codex":[0.9991437,0.0002122303,0.0001111159,0.0001166321,0.0003555142,0.00006069864],"domain_scores_gemma":[0.995976,0.001592521,0.001715413,0.0002223634,0.0003259121,0.0001677578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004574035,0.00002907602,0.9423114,0.0001056506,0.00004276479,0.001496809,0.0001007842,0.000122683,0.003591174,0.00004013563,0.0003144052,0.05138763],"study_design_scores_gemma":[0.00003612497,0.001235776,0.9391757,0.0001175142,0.00008003172,0.05135072,0.0002263142,0.001260931,0.004652254,0.00005850223,0.001785479,0.00002069018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938499,0.002350715,0.002835634,0.00005334732,0.00003242444,0.00001905037,0.00009925975,0.00003415362,0.0007254776],"genre_scores_gemma":[0.9978022,0.000465824,0.001537678,0.00001539189,0.000024044,0.000005951863,0.00007832563,0.00000485562,0.00006572622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00122321,"threshold_uncertainty_score":0.004235029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0387167292330249,"score_gpt":0.2790311921737424,"score_spread":0.2403144629407176,"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."}}