{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005388173,0.0004110418,0.005936621,0.0003456164,0.00001419637,0.00000467606,0.0001709212,0.0003944878,0.00007493517],"category_scores_gemma":[0.00004054162,0.000268592,0.0004065151,0.00045566,0.0001472785,0.00002136857,0.00009105309,0.0005262136,0.00004705387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006543798,"about_ca_system_score_gemma":0.0001388933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009842869,"about_ca_topic_score_gemma":0.000003833123,"domain_scores_codex":[0.9971665,0.0004099057,0.001397202,0.0005271507,0.0001675763,0.0003317205],"domain_scores_gemma":[0.9990596,0.0001919818,0.0002496103,0.0003619722,0.00002034342,0.0001165258],"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":[0.000003837958,0.00008835953,0.0001178401,0.979977,0.0006980572,0.0007062994,0.0000215466,1.758482e-9,3.647918e-7,0.001575639,0.00006018419,0.01675087],"study_design_scores_gemma":[0.0005017988,0.0003274883,0.0001726944,0.9345838,0.01268039,0.00221398,0.000006170751,9.514831e-7,4.855718e-7,0.00002494616,0.04932065,0.0001666414],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005037914,0.9936455,0.000002077804,0.0001077019,0.0000776926,0.00447756,0.00001839356,0.00003658111,0.001130708],"genre_scores_gemma":[0.0003040301,0.9982141,0.0001618691,0.0001618711,0.00003263812,0.0007319113,0.00006631515,0.00004518092,0.0002821462],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04926046,"threshold_uncertainty_score":0.9999766,"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."}}