{"id":"W4396220086","doi":"10.1227/neu.0000000000002948","title":"Pediatric Congenital Anterior Skull Base Encephaloceles and Surgical Management: A Comparative Review of 22 Patients Treated Transnasally, Transcranially, or Combined Approach With a Review of the Literature","year":2024,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Skull; Surgery","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":[0.0004809343,0.000391243,0.0007220223,0.00506515,0.000458889,0.0006973971,0.0005429661,0.000545049,0.001319559],"category_scores_gemma":[0.002289436,0.0003090706,0.0005951543,0.006104783,0.0004770224,0.0007855278,0.0004083511,0.0002737488,0.0003272431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005574937,"about_ca_system_score_gemma":0.0007891572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417079,"about_ca_topic_score_gemma":0.00194106,"domain_scores_codex":[0.9991922,0.0001055397,0.000323195,0.0001457799,0.000168722,0.00006462877],"domain_scores_gemma":[0.997841,0.0007870219,0.001036533,0.00005331378,0.0001581723,0.0001238377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003912167,0.0002360823,0.7961675,0.005828294,0.0005875053,0.06109351,0.001532406,0.0002355879,0.001796767,0.0002204814,0.00245789,0.1294528],"study_design_scores_gemma":[0.00004880604,0.0006784512,0.7595107,0.002211153,0.00071412,0.2231159,0.00327144,0.0001762049,0.0008092643,0.00008079783,0.009339998,0.00004324631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8008114,0.1952206,0.0003044987,0.0001532901,0.00006094755,0.00008106884,0.000997053,0.00002789964,0.002343311],"genre_scores_gemma":[0.8380904,0.1593077,0.0007622435,0.0001887349,0.0001577472,0.0001006786,0.001140254,0.00001295462,0.0002393629],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00506515,"threshold_uncertainty_score":0.00441438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.035042919048522,"score_gpt":0.3141910939046663,"score_spread":0.2791481748561442,"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."}}