{"id":"W2002000000","doi":"10.1007/s003810100490","title":"The effectiveness of neuroendoscopic interventions in children with brain tumours","year":2001,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Hydrocephalus; Neurosurgery; Surgery; Endoscopic third ventriculostomy; Biopsy; Ventriculostomy; Radiology","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":[0.0004335653,0.000167695,0.0002749816,0.0001083804,0.000259396,0.00005338729,0.0004205458,0.00003128926,0.000004216256],"category_scores_gemma":[0.0001781609,0.0001093876,0.0001281174,0.0004895618,0.0001404981,0.00009448767,0.00007363437,0.0002000484,0.00002041871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006762729,"about_ca_system_score_gemma":0.0000284278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001610936,"about_ca_topic_score_gemma":0.0001523769,"domain_scores_codex":[0.9980858,0.0006526159,0.0003372612,0.000356794,0.0002448713,0.0003226458],"domain_scores_gemma":[0.9989842,0.0004215512,0.000126377,0.0003799078,0.00002364184,0.00006431098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007881748,0.0004998057,0.9224055,0.000964447,0.00004662817,0.0001665422,0.0002196303,0.001295442,0.0253389,0.04661943,0.0001231462,0.001532316],"study_design_scores_gemma":[0.001298737,0.0004219104,0.9797254,0.0015446,0.000020458,0.001354084,0.00007165183,0.0001873271,0.01506789,0.00005270505,0.0001024717,0.0001528307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932569,0.0003003485,0.0001121796,0.0002113242,0.0001853462,0.0007369118,0.000008343686,0.00007702406,0.005111659],"genre_scores_gemma":[0.9996259,0.000024382,0.000002712974,0.00005712994,0.00005457902,0.00005279511,0.000001923212,0.00002553851,0.0001550824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05731979,"threshold_uncertainty_score":0.4460699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266156659240209,"score_gpt":0.2482317067351837,"score_spread":0.2355701401427817,"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."}}