{"id":"W4213137825","doi":"10.1093/ons/opz078","title":"Pediatrics","year":2019,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006162522,0.0007476535,0.0005268659,0.001201984,0.00168667,0.002971458,0.001003978,0.001919194,0.4148226],"category_scores_gemma":[0.003559163,0.0003084104,0.0004413371,0.001225399,0.0006345602,0.001868501,0.002376821,0.002924978,0.2712859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001408891,"about_ca_system_score_gemma":0.003050615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001952832,"about_ca_topic_score_gemma":0.003430639,"domain_scores_codex":[0.9990484,0.0001311662,0.00006375593,0.0001703493,0.0004003196,0.0001860814],"domain_scores_gemma":[0.9979575,0.0002264699,0.0001183202,0.0001754325,0.0008235519,0.0006985923],"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":[0.00003143132,0.00005120515,0.001045277,0.0002054121,0.000004646571,0.0008385524,0.0001731934,0.00003720982,0.0003888098,0.008854158,0.8249617,0.1634085],"study_design_scores_gemma":[0.000003911713,0.00001058076,0.0004947641,0.0001218234,0.000001498387,0.001093442,0.00008893675,0.00001103952,0.00006657016,0.0010643,0.9970396,0.000003440841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002168871,0.01956109,0.002584208,0.02236234,0.03316328,0.0001838313,0.002987175,0.001259197,0.9157301],"genre_scores_gemma":[0.02342443,0.03428892,0.003988297,0.02375269,0.01157327,0.0002434153,0.004237561,0.0007298818,0.8977615],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5851774,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02310127789084873,"score_gpt":0.2718502280676033,"score_spread":0.2487489501767546,"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."}}