{"id":"W4311282623","doi":"10.1007/s00381-022-05754-7","title":"48th Annual Meeting of the International Society for Pediatric Neurosurgery","year":2022,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Neurosurgery; Endoscopic third ventriculostomy; Hydrocephalus; Logistic regression; Perceptron; Medical physics; Artificial intelligence; Surgery; Artificial neural network; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001276686,0.001644488,0.001028187,0.001902459,0.0007100533,0.00173944,0.0008679149,0.002505189,0.05052069],"category_scores_gemma":[0.001871596,0.000306489,0.0007124537,0.0006453082,0.0005042502,0.001243212,0.00135692,0.002502673,0.03163276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067957,"about_ca_system_score_gemma":0.002157854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002649601,"about_ca_topic_score_gemma":0.007356209,"domain_scores_codex":[0.9994352,0.0000824274,0.00006321719,0.0001066498,0.0001799374,0.0001325068],"domain_scores_gemma":[0.9982412,0.0001235978,0.000113518,0.00005093054,0.0008883888,0.0005823824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002326272,0.00009209463,0.003156748,0.0004206958,0.0000606776,0.001360529,0.0000843417,0.0002825089,0.001841256,0.001168327,0.7598298,0.2314703],"study_design_scores_gemma":[0.00002482173,0.00007224235,0.00411987,0.000412361,0.00003071913,0.001777005,0.00008506825,0.000275958,0.0003617337,0.0004157712,0.9924075,0.00001707723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.01349612,0.1355069,0.007556834,0.09446851,0.5384132,0.0004190561,0.001951834,0.000873467,0.2073142],"genre_scores_gemma":[0.04770478,0.1578775,0.008267224,0.01238631,0.2236305,0.0005563258,0.00267178,0.0006878538,0.5462177],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05052069,"threshold_uncertainty_score":0.1690086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421781043281112,"score_gpt":0.222375159420404,"score_spread":0.2081573489875929,"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."}}