{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002555115,0.0003867614,0.0005198299,0.0009248598,0.003784565,0.000973313,0.002088273,0.00018835,0.0004241816],"category_scores_gemma":[0.004378013,0.000262843,0.0003644346,0.001556878,0.004745441,0.001415509,0.00006127558,0.0009442871,0.00001850394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002876013,"about_ca_system_score_gemma":0.002115643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004757518,"about_ca_topic_score_gemma":0.007783115,"domain_scores_codex":[0.9951308,0.0008007424,0.0009254496,0.0007221558,0.0007918181,0.001629063],"domain_scores_gemma":[0.9961922,0.0008825896,0.0006411531,0.0001555389,0.0003939744,0.001734581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.00213697,0.0007806133,0.8056498,0.00007321724,0.000085627,0.07556244,0.00325616,0.03335835,0.01716913,0.02594587,0.006257919,0.0297239],"study_design_scores_gemma":[0.003412185,0.4160503,0.05805069,0.0002239937,0.0002558907,0.3063308,0.0005940766,0.0204914,0.02428584,0.09021708,0.07769682,0.002390917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922104,0.0006389532,0.00009153108,0.003434804,0.001051012,0.000305123,0.00001553682,0.00002479531,0.002227852],"genre_scores_gemma":[0.9933722,0.0003310093,0.001431096,0.004262272,0.0004741334,0.00000888086,2.99722e-7,0.00001667555,0.0001034438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7475991,"threshold_uncertainty_score":0.9999824,"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."}}