{"id":"W2009065174","doi":"10.1227/01.neu.0000368102.22612.47","title":"The Transcrusal Approach","year":2010,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University of British Columbia","keywords":"Medicine; Surgery; Facial nerve; Hydrocephalus; Palsy; Vertigo; Cranial nerves; Basilar artery; Translabyrinthine approach; Cerebellopontine angle; Schwannoma; Radiology; Magnetic resonance imaging","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003008915,0.00008057753,0.0001125295,0.00004097771,0.0001556089,0.00004353954,0.00007940204,0.00003783756,0.0000504837],"category_scores_gemma":[0.00008610566,0.00004929454,0.0001005436,0.0001180756,0.00006984707,0.0000316408,0.00001692183,0.0002736766,0.00004595842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004008272,"about_ca_system_score_gemma":0.00003112184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000237827,"about_ca_topic_score_gemma":4.660284e-7,"domain_scores_codex":[0.9992427,0.00002276262,0.0001532912,0.0001647354,0.0002077285,0.0002087636],"domain_scores_gemma":[0.9993892,0.0001092918,0.00002756546,0.0003603935,0.00002085556,0.00009269502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001025244,0.0007877313,0.07977056,0.0002568178,0.0002168474,0.003680771,0.0006232559,0.00001818509,0.5328014,0.06329327,0.2315715,0.08595438],"study_design_scores_gemma":[0.0008242875,0.0001333223,0.1608286,0.00001004215,0.00009358247,0.001403373,0.00009164312,0.002521629,0.004153118,0.0002318432,0.8294705,0.0002380529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254209,0.00003208704,0.0001501386,0.001436445,0.00107677,0.0001709394,7.026675e-7,0.00007816759,0.07163382],"genre_scores_gemma":[0.9939281,0.000004026985,0.0003576691,0.0003305503,0.0002350361,0.0000240109,0.000003934736,0.0000158252,0.005100862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.597899,"threshold_uncertainty_score":0.2010173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161787115273109,"score_gpt":0.2426153331320822,"score_spread":0.2264366216047713,"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."}}