{"id":"W2089631501","doi":"10.1155/2014/286801","title":"Epilepsy Surgery Series: A Study of 502 Consecutive Patients from a Developing Country","year":2014,"lang":"en","type":"article","venue":"Epilepsy Research and Treatment","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Calgary","funders":"","keywords":"Medicine; Epilepsy; Epilepsy surgery; Temporal lobe; Hippocampal sclerosis; Surgery; Anterior temporal lobectomy; Magnetic resonance imaging; Frontal lobe; Retrospective cohort study; Radiology; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008761378,0.0003900565,0.001040724,0.0004952382,0.0003830188,0.00006597568,0.0001253002,0.0001329325,0.0001653235],"category_scores_gemma":[0.0006466261,0.0002810687,0.0001261603,0.0006123026,0.0004700437,0.0001542591,0.0001664462,0.0003148095,0.00008074756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005089602,"about_ca_system_score_gemma":0.0005965913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004440127,"about_ca_topic_score_gemma":0.001156762,"domain_scores_codex":[0.9956069,0.0006939828,0.0006348834,0.0008150864,0.001299285,0.0009498745],"domain_scores_gemma":[0.9954918,0.002219038,0.0001365251,0.0007205382,0.0007601164,0.00067196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003087049,0.00695623,0.9696469,0.00007166276,0.00113517,0.0002371479,0.001736568,2.611916e-7,0.00005643909,0.0002906897,0.00126747,0.01551439],"study_design_scores_gemma":[0.01084186,0.02209353,0.9555636,0.0003082078,0.0001384336,0.00001806445,0.00310822,0.00002415425,0.001618165,0.0007367015,0.005292167,0.0002568739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944217,0.0006533498,0.00001408922,0.0004445618,0.00009079994,0.002341955,0.000178658,0.00005185371,0.001802999],"genre_scores_gemma":[0.9963899,0.001443269,0.0004165373,0.00005655753,0.0001351931,0.0005781088,0.0003951713,0.00004623882,0.0005390652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01525752,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07105939794031386,"score_gpt":0.3502601717953212,"score_spread":0.2792007738550074,"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."}}