{"id":"W1976363981","doi":"10.3171/2009.9.peds09304","title":"Intraoperative assessment of cerebral aqueduct patency and cisternal scarring: impact on success of endoscopic third ventriculostomy in 403 African children","year":2010,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Ventriculostomy; Surgery; Cerebral aqueduct; Hydrocephalus","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":[0.0005789889,0.0003116523,0.0002234266,0.0006744746,0.0003256019,0.0004729198,0.0002409117,0.0003582358,0.001173677],"category_scores_gemma":[0.003045447,0.0002636864,0.0005132298,0.0005955736,0.0005128752,0.000455581,0.0004556635,0.0005022769,0.0001216302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127841,"about_ca_system_score_gemma":0.0004766917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00471143,"about_ca_topic_score_gemma":0.005389657,"domain_scores_codex":[0.9996715,0.00007095095,0.00003034785,0.00005494096,0.00006510775,0.0001071758],"domain_scores_gemma":[0.9983485,0.0006485806,0.0007051451,0.00006292025,0.0000647988,0.0001701292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000051731,0.00001339773,0.9985288,0.00000416008,0.000008858643,0.000263208,0.0000765984,0.00008125749,0.0001085485,0.00000870876,0.00001324612,0.0008413316],"study_design_scores_gemma":[0.000003606484,0.0002012699,0.9974195,0.00000947153,0.00002280085,0.001221914,0.0003365433,0.0003979724,0.000261746,0.00002123821,0.00009803828,0.000005962747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999805,0.00005028701,0.00002224582,0.000009441822,9.353619e-7,0.000001140023,0.00004835575,8.085284e-7,0.00006189137],"genre_scores_gemma":[0.9998329,0.00005338567,0.00003633137,0.00000269823,0.000001429623,0.000002333483,0.00004615353,9.108737e-7,0.00002389211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00471143,"threshold_uncertainty_score":0.009368002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460610584001992,"score_gpt":0.2941169508389197,"score_spread":0.2795108449988998,"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."}}