{"id":"W4416383491","doi":"10.1017/cjn.2025.10476","title":"Clinical Outcomes of Extended Endoscopic Endonasal Approach for the Resection of Anterior Skull Base Meningiomas","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Resection; Skull; Meningioma; Base (topology); Selection (genetic algorithm)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000232039,0.0002209859,0.0002676803,0.000380039,0.0003049963,0.0004422744,0.00017453,0.0002057175,0.001004614],"category_scores_gemma":[0.001088774,0.00007701894,0.0003465923,0.0003011872,0.0002074645,0.0003096009,0.0003684672,0.0002923746,0.0002246703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003520333,"about_ca_system_score_gemma":0.0003555849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089154,"about_ca_topic_score_gemma":0.002205539,"domain_scores_codex":[0.9998011,0.00002059424,0.00003456172,0.00003075329,0.00006313765,0.00004988801],"domain_scores_gemma":[0.9991391,0.0000940457,0.0004023217,0.00003282084,0.00009081876,0.0002409212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000470104,0.0001278874,0.9728783,0.00003978529,0.00007915125,0.008004365,0.0001977201,0.0002196931,0.002452648,0.00001987077,0.0001564358,0.01535398],"study_design_scores_gemma":[0.00001168556,0.0009996451,0.9742696,0.0000187874,0.0000513976,0.02310278,0.0003441994,0.0002264354,0.0005146106,0.00003200546,0.000416646,0.00001229582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992377,0.0002539477,0.00006407549,0.00001484987,0.000004363611,0.0000052997,0.00007670894,0.000002621334,0.0003404189],"genre_scores_gemma":[0.9994733,0.000145427,0.00006382996,0.00001044954,0.000007470627,0.000005330373,0.0001825768,0.000001319506,0.0001102788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001089154,"threshold_uncertainty_score":0.003360748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06880113687748408,"score_gpt":0.3441240855275671,"score_spread":0.275322948650083,"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."}}