{"id":"W3162237425","doi":"10.1212/wnl.0000000000012221","title":"Nomograms to Predict Verbal Memory Decline After Temporal Lobe Resection in Adults With Epilepsy","year":2021,"lang":"en","type":"article","venue":"Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; University of Toronto; University Health Network","funders":"National Institute of Neurological Disorders and Stroke; National Institute of Mental Health","keywords":"Temporal lobe; Epilepsy; Nomogram; Verbal memory; Psychology; Resection; Audiology; Neuroscience; Medicine; Cognition; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001534975,0.0001386188,0.0002669418,0.0001184392,0.00002640172,0.000009588026,0.00005797239,0.0001177024,0.000311802],"category_scores_gemma":[0.00013458,0.0001084269,0.00005057079,0.0003723002,0.00006691471,0.00004239968,0.00009577483,0.0003782297,0.0000990783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005161326,"about_ca_system_score_gemma":0.0002255587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005934521,"about_ca_topic_score_gemma":0.01349806,"domain_scores_codex":[0.9984328,0.0001502727,0.0002058711,0.0004605075,0.0003332304,0.0004173182],"domain_scores_gemma":[0.9991303,0.00006972636,0.00002546209,0.0003516313,0.0001517571,0.0002711037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03539547,0.0005436349,0.9496917,0.00004785493,0.00003652736,0.008811295,0.0001321651,0.000012611,0.0001885076,0.000004016217,0.0004504154,0.00468586],"study_design_scores_gemma":[0.005550556,0.01629493,0.9735942,0.00006628421,0.00002403779,0.0006836934,0.00002199713,0.0001067328,0.0008921497,0.00003165351,0.002651046,0.00008266243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895141,0.0001774836,0.00002736035,0.007466205,0.0001557545,0.0004806133,0.00001137641,0.00004344014,0.002123704],"genre_scores_gemma":[0.996123,0.00005149942,0.0003019559,0.002737693,0.0002041257,0.000196696,0.00006516913,0.00002332187,0.0002966051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02984491,"threshold_uncertainty_score":0.7532236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104054230297179,"score_gpt":0.2723805523231695,"score_spread":0.2613400100201977,"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."}}