{"id":"W2417992185","doi":"10.3171/2016.3.jns152307","title":"Craniotomy for perisellar meningiomas: comparison of simple (appropriate for endoscopic approach) versus complex anatomy and surgical outcomes","year":2016,"lang":"en","type":"letter","venue":"Journal of neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Craniotomy; Meningioma; Surgery; Microsurgery; Optic canal","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007945799,0.0005024977,0.002542962,0.0008060582,0.0001208949,0.00006497141,0.0002636623,0.0004052014,0.0000422215],"category_scores_gemma":[0.0003365358,0.0003497552,0.001069675,0.0001717265,0.0001625699,0.0001160945,0.00009105078,0.0006421917,8.980525e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009436897,"about_ca_system_score_gemma":0.0001772103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002228199,"about_ca_topic_score_gemma":7.807805e-8,"domain_scores_codex":[0.9961991,0.0001562611,0.001815308,0.0004521886,0.000784911,0.0005921759],"domain_scores_gemma":[0.9949139,0.002175459,0.001876154,0.0004082882,0.0004215375,0.0002047098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004406593,0.0002464506,0.02656394,0.004126852,0.001750687,0.002780796,0.0001905885,0.000005514314,0.001277097,0.00008420666,0.9562705,0.002296802],"study_design_scores_gemma":[0.01223506,0.001970592,0.003083533,0.0002971654,0.001334087,0.0006762597,0.0001017868,0.0005318237,0.0003082592,0.0001228145,0.9789606,0.0003779784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.859066,0.001306341,0.005302561,0.1257646,0.003602979,0.003779801,0.0003675423,0.00006620771,0.0007439366],"genre_scores_gemma":[0.9545912,0.0001329064,0.01638254,0.01681948,0.008879083,0.0002223907,0.0004596066,0.0004450944,0.002067711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1089451,"threshold_uncertainty_score":0.9998955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09505655540176948,"score_gpt":0.3592615101520632,"score_spread":0.2642049547502937,"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."}}