{"id":"W3010311239","doi":"10.3171/2019.12.peds19523","title":"The quality of YouTube videos on endoscopic third ventriculostomy and endoscopic third ventriculostomy with choroid plexus cauterization procedures available to families of patients with pediatric hydrocephalus","year":2020,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; SickKids Foundation; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Endoscopic third ventriculostomy; Medicine; Neurosurgery; Ventriculostomy; Cauterization; Popularity; Hydrocephalus; Surgery; Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00252085,0.000187969,0.0003153888,0.002473373,0.0003276811,0.0008154436,0.0003330545,0.0003866686,0.003358552],"category_scores_gemma":[0.03691448,0.000130324,0.0003924163,0.001411336,0.0002694131,0.001447413,0.000954693,0.0003295314,0.0002441932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006842571,"about_ca_system_score_gemma":0.0005584012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004662867,"about_ca_topic_score_gemma":0.008494174,"domain_scores_codex":[0.997932,0.0008084269,0.0003677286,0.0001704498,0.0005518289,0.0001696395],"domain_scores_gemma":[0.9673287,0.01362459,0.01342844,0.0003268443,0.004230195,0.001061307],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002582222,0.00006877344,0.9710051,0.0004094962,0.0001098823,0.0002519637,0.004258443,0.00009010129,0.0004800879,0.00004671568,0.001171447,0.02184975],"study_design_scores_gemma":[0.000008954555,0.0002014747,0.9901612,0.0002431905,0.000052991,0.0007244922,0.006662364,0.000402683,0.0002640213,0.00003207385,0.001228258,0.00001831708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959618,0.0006690251,0.0001758214,0.0002841284,0.00001742235,0.00006163265,0.001272133,0.000008970231,0.001548886],"genre_scores_gemma":[0.9974656,0.0005826821,0.0004122304,0.00007427677,0.00003089049,0.00006614009,0.001008284,0.000006015749,0.0003539174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974791,"threshold_uncertainty_score":0.01333165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03029432835663116,"score_gpt":0.3279573975307508,"score_spread":0.2976630691741196,"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."}}