{"id":"W2109136068","doi":"10.3171/2010.3.peds09358","title":"Quality of life after endoscopic third ventriculostomy and cerebrospinal fluid shunting: an adjusted multivariable analysis in a large cohort","year":2010,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Hospital for Sick Children; University of British Columbia; Dalhousie University; SickKids Foundation; BC Children's Hospital; University of Toronto","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Hydrocephalus; Shunting; Ventriculostomy; Confounding; Neurosurgery; Cohort; Surgery; Cohort study; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002481952,0.0005405871,0.000626335,0.0009914917,0.0006655215,0.0008931499,0.000889334,0.0005562797,0.001726873],"category_scores_gemma":[0.005030163,0.0004635356,0.002710397,0.001368208,0.0002645159,0.000656235,0.0008753668,0.001305962,0.0001631243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005701364,"about_ca_system_score_gemma":0.0008453577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230765,"about_ca_topic_score_gemma":0.00855266,"domain_scores_codex":[0.9986432,0.0004880567,0.00009612836,0.0003156584,0.0002102774,0.0002467819],"domain_scores_gemma":[0.997273,0.0008058494,0.0009312298,0.0002887761,0.000314555,0.000386553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004048559,0.00006334789,0.9972643,0.00001150711,0.0005783146,0.00009139548,0.00004018086,0.0001300141,0.00008739084,0.00002515906,0.000265386,0.001038232],"study_design_scores_gemma":[0.000036093,0.0002328017,0.9973243,0.000005463361,0.0002913476,0.0001818501,0.0001079329,0.001514297,0.00005200188,0.00003994902,0.0002054319,0.000008392606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998364,0.0002779187,0.0003712546,0.0001063716,0.00002152575,0.00001447587,0.000624407,0.00001411893,0.0002058621],"genre_scores_gemma":[0.9987296,0.0001086981,0.0002553725,0.00003047597,0.00002811973,0.00002671588,0.0006792422,0.000009425353,0.0001322506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01230765,"threshold_uncertainty_score":0.024472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02219042144915924,"score_gpt":0.2818974233088846,"score_spread":0.2597070018597253,"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."}}