{"id":"W2909953597","doi":"10.1007/s00381-019-04058-7","title":"Cerebellar mutism after posterior fossa tumor resection in children: a multicenter international retrospective study to determine possible modifiable factors","year":2019,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of Saskatchewan; University of British Columbia; Hospital for Sick Children; Izaak Walton Killam Health Centre; Royal University Hospital","funders":"","keywords":"Medicine; Neurosurgery; Incidence (geometry); Retrospective cohort study; Hydrocephalus; Pediatric neurosurgery; Surgery; Pediatrics","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":[0.00021482,0.0002765553,0.0004682945,0.0006096211,0.0001023764,0.00007766693,0.0001946174,0.00007457495,0.0001218936],"category_scores_gemma":[0.00003853076,0.0002357495,0.0001305701,0.0003855788,0.00001937502,0.0003066626,0.0001463001,0.0002819571,0.0002661603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005455859,"about_ca_system_score_gemma":0.00003928887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046724,"about_ca_topic_score_gemma":0.0002460887,"domain_scores_codex":[0.998031,0.00006702137,0.0005490659,0.0005119963,0.0004604298,0.0003804728],"domain_scores_gemma":[0.9989915,0.00001238901,0.0001382384,0.0005256634,0.0001477453,0.0001844744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007141638,0.0005238163,0.9948729,0.0001051042,0.0001170448,0.00006185163,0.002863484,0.00007352139,0.0004990169,0.0000253522,0.0000690755,0.00007470703],"study_design_scores_gemma":[0.003334557,0.00126479,0.9888836,0.0006599829,0.00006363328,0.0003968053,0.003611181,0.001057953,0.0004114184,0.000001892825,0.00007858084,0.0002355633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912952,0.00005342245,0.00002339456,0.0001647925,0.0009428117,0.003495623,0.00007151269,0.0001224925,0.003830708],"genre_scores_gemma":[0.9983057,0.000001638395,0.00007921518,0.0002095162,0.0002096861,0.000155199,0.00005298964,0.00004433519,0.0009417216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007010457,"threshold_uncertainty_score":0.9613586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00721640081288167,"score_gpt":0.2378490215670908,"score_spread":0.2306326207542091,"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."}}