{"id":"W2336618728","doi":"10.1684/epd.2016.0822","title":"How many adults with temporal epilepsy have a mild course and do not require epilepsy surgery?","year":2016,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Health Research Foundation; Royal University Hospital Foundation; University of Saskatchewan","keywords":"Epilepsy; Medicine; Epilepsy surgery; Cohort; Temporal lobe; Prospective cohort study; Odds ratio; Cohort study; Confidence interval; Pediatrics; Drug Resistant Epilepsy; Retrospective cohort study; Surgery; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004778602,0.0005884303,0.0009138197,0.0002811902,0.0002278194,0.0001302687,0.0001812871,0.0002093982,0.0005029425],"category_scores_gemma":[0.0003310723,0.000348821,0.0002719523,0.0002890652,0.0008611272,0.0005201036,0.0001024831,0.0003097048,0.0001492399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001349117,"about_ca_system_score_gemma":0.0003435562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002402388,"about_ca_topic_score_gemma":0.0007498703,"domain_scores_codex":[0.996241,0.0001573756,0.000461662,0.001033363,0.0009275801,0.00117904],"domain_scores_gemma":[0.9970971,0.000639656,0.0002110772,0.0009399767,0.000190684,0.0009215052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003329389,0.0007900848,0.8580658,0.0002533183,0.0004567683,0.0004094844,0.0003581698,2.424206e-7,0.0001129763,0.0005345975,0.008200443,0.1274887],"study_design_scores_gemma":[0.0230834,0.005754419,0.9195103,0.003433103,0.0005632241,0.0003272216,0.004046111,0.0001195338,0.0005818931,0.001212669,0.03998024,0.001387893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504545,0.001504495,0.0006333843,0.04215591,0.0001776296,0.001710036,0.0001329639,0.0002122776,0.003018842],"genre_scores_gemma":[0.9877052,0.002254818,0.0007791328,0.000451052,0.0001898353,0.0003091514,0.00007931265,0.0001154028,0.008116095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1261008,"threshold_uncertainty_score":0.9998964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01670736315257303,"score_gpt":0.2640706002951295,"score_spread":0.2473632371425565,"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."}}