{"id":"W2075828557","doi":"10.3171/2011.8.peds1145","title":"Evaluating the Children's Hospital of Alabama endoscopic third ventriculostomy experience using the Endoscopic Third Ventriculostomy Success Score: an external validation study","year":2011,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Ventriculostomy; Hydrocephalus; Third ventricle; Surgery; Retrospective cohort study; Hazard ratio; Complication; Confidence interval; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001723648,0.0004201092,0.0005969168,0.0005265811,0.0006899426,0.0002594207,0.001541423,0.0000990999,0.00006079426],"category_scores_gemma":[0.002108382,0.0002634587,0.0003725877,0.001929816,0.0002560458,0.001269342,0.0003056429,0.0008594206,0.000006790624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009618818,"about_ca_system_score_gemma":0.0003363959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007945481,"about_ca_topic_score_gemma":0.000001174195,"domain_scores_codex":[0.9939737,0.001107568,0.001604962,0.0005614931,0.002135973,0.0006163305],"domain_scores_gemma":[0.99536,0.0009178128,0.002374398,0.0006802402,0.000435775,0.0002318093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001539353,0.001301794,0.9651507,0.0000287766,0.00001747708,0.0002528931,0.003435756,0.0004547231,0.02840404,0.0000358906,0.00004534978,0.0007186548],"study_design_scores_gemma":[0.001581872,0.003986032,0.9083019,0.00008239756,0.0004548272,0.0007129954,0.0006638964,0.0008521688,0.08284903,0.0001287419,0.00001343608,0.0003726927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953852,0.0004800106,0.0001959349,0.00006607864,0.00292726,0.0008671793,0.00001354703,0.00003094293,0.00003383631],"genre_scores_gemma":[0.9981516,0.0002836744,0.0001497694,0.000173537,0.00116407,0.00001555823,8.964073e-7,0.0000454555,0.00001543376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05684879,"threshold_uncertainty_score":0.9999818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08254398247087175,"score_gpt":0.3355222442764302,"score_spread":0.2529782618055584,"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."}}