{"id":"W2000331194","doi":"10.1016/j.jpeds.2009.02.048","title":"Endoscopic Third Ventriculostomy in the Treatment of Childhood Hydrocephalus","year":2009,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":398,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Endoscopic third ventriculostomy; Logistic regression; Ventriculostomy; Statistic; Hydrocephalus; Shunting; Pediatrics; Surgery; Statistics; Internal medicine; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004785281,0.0001459182,0.0002634797,0.0001914144,0.0001030761,0.00002359508,0.000617313,0.00004550878,0.00001396681],"category_scores_gemma":[0.0002078853,0.00007066342,0.0001541807,0.0007529014,0.00005061815,0.0001205922,0.0000138566,0.0002297898,0.00001128131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007426036,"about_ca_system_score_gemma":0.0001034563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001390702,"about_ca_topic_score_gemma":0.000003715403,"domain_scores_codex":[0.9983446,0.0002205026,0.000511228,0.0001006712,0.000578368,0.0002446529],"domain_scores_gemma":[0.9987775,0.0004855593,0.0004042928,0.0002296683,0.00004573124,0.00005721995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004119642,0.06611831,0.1408755,0.0005866151,0.0001198302,0.004794096,0.2357779,0.01393838,0.2810449,0.02490691,0.02938571,0.1983322],"study_design_scores_gemma":[0.01945828,0.04109345,0.6834455,0.0001457244,0.001857819,0.00455238,0.002707209,0.0003541169,0.2084976,0.02372144,0.01319567,0.0009707841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938734,0.003339334,0.00002565595,0.001211764,0.0002339828,0.0001966345,0.000005026724,0.000005911515,0.001108294],"genre_scores_gemma":[0.9900097,0.008799806,0.00002968888,0.0004792492,0.0006373959,8.053717e-7,2.584265e-7,0.000006360055,0.00003674961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.54257,"threshold_uncertainty_score":0.2881571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156270743106629,"score_gpt":0.2608177465874619,"score_spread":0.245190672276799,"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."}}