{"id":"W2921956725","doi":"10.1055/s-0039-1679484","title":"Visual Outcomes after Expanded Endoscopic Endonasal Resection of Anterior Skull Base Meningiomas","year":2019,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Optic canal; Skull; Medicine; Meningioma; Decompression; Surgery; Resection; Endoscopy; Endoscopic endonasal 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001344713,0.000326213,0.00130274,0.0004570659,0.00005290954,0.00003527631,0.0001488734,0.0001629028,0.002047122],"category_scores_gemma":[0.0007188655,0.000221931,0.0008072769,0.0003162989,0.00009409549,0.0002452521,0.0001235506,0.0004985317,0.00006193199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003810463,"about_ca_system_score_gemma":0.00009353848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005904097,"about_ca_topic_score_gemma":9.676174e-7,"domain_scores_codex":[0.9963206,0.0004401346,0.001480831,0.0003897336,0.0008727706,0.0004959387],"domain_scores_gemma":[0.9972581,0.0009612945,0.0008155634,0.0003601815,0.0002258331,0.0003790542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007654639,0.0007896353,0.9459022,0.0001681022,0.0002101656,0.01477434,0.00004363047,0.00001692582,0.02782706,0.00001133115,0.001763795,0.0008381521],"study_design_scores_gemma":[0.00397449,0.00772996,0.9666788,0.0003684459,0.0003374175,0.002643815,0.00004774954,0.0004059227,0.01306175,0.00004801655,0.004394142,0.0003094964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960638,0.0003203856,0.00005094835,0.001336982,0.00154835,0.0003655435,0.000007537993,0.00003443244,0.0002720699],"genre_scores_gemma":[0.9980483,0.00004006398,0.0002541355,0.0007338824,0.0003112512,0.00001684702,0.000006213451,0.00002998046,0.0005593411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02077658,"threshold_uncertainty_score":0.9988651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03093303640929527,"score_gpt":0.2828128471309742,"score_spread":0.2518798107216789,"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."}}