{"id":"W3125571033","doi":"10.1111/epi.16800","title":"Predicting mood decline following temporal lobe epilepsy surgery in adults","year":2021,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; University of Toronto; University Health Network","funders":"Cleveland Clinic Epilepsy Center; National Institute of Neurological Disorders and Stroke; American Academy of Neurology","keywords":"Temporal lobe; Epilepsy; Mood; Epilepsy surgery; Psychology; Medicine; Mesial temporal lobe epilepsy; 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":[0.0007791832,0.000287013,0.0007475893,0.000263168,0.0001099188,0.00004490306,0.0001088784,0.0001694506,0.0004692677],"category_scores_gemma":[0.0013968,0.0002623644,0.0004525801,0.0007832368,0.0000506263,0.0001811548,0.0001715545,0.0005029886,0.0001912093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115207,"about_ca_system_score_gemma":0.0006257512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004152944,"about_ca_topic_score_gemma":0.0008267057,"domain_scores_codex":[0.9969114,0.0001918109,0.0007161126,0.0006484942,0.0007084088,0.0008237704],"domain_scores_gemma":[0.9981107,0.0005960276,0.0001036238,0.0005937425,0.0001382292,0.0004576877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003989076,0.000706855,0.983767,0.0001516496,0.0001567863,0.006385279,0.0001896736,0.000004474617,0.0002548655,0.00005990381,0.001513809,0.006410789],"study_design_scores_gemma":[0.004396113,0.0002731184,0.9880455,0.001390203,0.00007185354,0.0002118644,0.0003950498,0.0008029121,0.002483292,0.0002452445,0.001430847,0.000254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876726,0.001571655,0.00006420339,0.003118152,0.0004328255,0.0004463072,0.00002132291,0.0001408721,0.006532047],"genre_scores_gemma":[0.9956204,0.0002821351,0.001753812,0.0004266193,0.0003799653,0.00009258,0.0004144011,0.00005622416,0.0009738801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007947768,"threshold_uncertainty_score":0.9999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276056728252208,"score_gpt":0.3003515111556614,"score_spread":0.2775909438731393,"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."}}