{"id":"W4392920732","doi":"10.1002/ohn.711","title":"Endoscopic Transnasal Management of Meningoceles and Encephaloceles in Children: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Otolaryngology","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Hospital for Sick Children; University of Toronto","keywords":"Medicine; Perioperative; Cerebrospinal fluid leak; Surgery; Incidence (geometry); Encephalocele; Meningitis; Cerebrospinal fluid; Leak; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002689277,0.0009550969,0.005264789,0.006333887,0.0003542772,0.001336449,0.001168391,0.001033934,0.002471645],"category_scores_gemma":[0.01305075,0.0005666192,0.004554341,0.008063651,0.0004731161,0.001464149,0.0008341729,0.0005685723,0.0001546477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512535,"about_ca_system_score_gemma":0.004722919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004222832,"about_ca_topic_score_gemma":0.01252176,"domain_scores_codex":[0.9971505,0.0006739092,0.001256697,0.0002735217,0.0005451195,0.0001003125],"domain_scores_gemma":[0.9911149,0.005487316,0.00251009,0.0001010909,0.000675519,0.0001111445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000235177,0.00001691484,0.002804972,0.942235,0.01185814,0.0002181667,0.0001819426,0.00008922661,0.0001931042,0.0001267652,0.001422166,0.04061849],"study_design_scores_gemma":[0.0003167798,0.0004088023,0.01946224,0.8415095,0.1099548,0.00201497,0.0004916855,0.0001249468,0.0002615417,0.0002083457,0.02520264,0.00004372113],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001423107,0.9980409,0.00004801918,0.00008222116,0.00003886869,0.00007038023,0.0001665453,0.000002857056,0.0001270791],"genre_scores_gemma":[0.01466437,0.9844008,0.0003088402,0.0001962606,0.00006464698,0.0001546218,0.0001445401,0.000002295373,0.00006359491],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006333887,"threshold_uncertainty_score":0.01422238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02242165704650892,"score_gpt":0.3456528275101885,"score_spread":0.3232311704636796,"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."}}