{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006948811,0.0003217195,0.0005922508,0.0008015766,0.0003989607,0.0003042096,0.0003007978,0.0005835596,0.0009477485],"category_scores_gemma":[0.01081135,0.0001137986,0.0006141467,0.0007482665,0.0005843341,0.000646219,0.0003799888,0.0006629966,0.00007243647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008807174,"about_ca_system_score_gemma":0.001162088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008310794,"about_ca_topic_score_gemma":0.01417328,"domain_scores_codex":[0.9991586,0.0003909488,0.00008094811,0.00005627748,0.0001607235,0.0001524411],"domain_scores_gemma":[0.9959646,0.002428204,0.0008232033,0.0000958314,0.0002103677,0.0004776733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05109347,0.004992634,0.5610138,0.003015511,0.001709983,0.004706412,0.001604678,0.004899804,0.002876131,0.001164228,0.003051239,0.3598721],"study_design_scores_gemma":[0.001281752,0.01362407,0.9738154,0.000449379,0.0007566068,0.003410569,0.001409666,0.0008801468,0.001902531,0.0002626622,0.002159907,0.00004727061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900098,0.008230343,0.00004089234,0.000245856,0.00003223084,0.00001364227,0.0001162501,0.000004677565,0.001306199],"genre_scores_gemma":[0.9962143,0.003325796,0.0001400954,0.00006503232,0.00004509347,0.00001880215,0.00009111632,0.000002566244,0.00009714205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008310794,"threshold_uncertainty_score":0.01652485,"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."}}