{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001531889,0.0005647579,0.0004264709,0.0005963572,0.0002127859,0.0005649024,0.0003731142,0.0002963711,0.001330003],"category_scores_gemma":[0.004107434,0.0001832977,0.0005679798,0.0002664352,0.0001203134,0.0001908248,0.000329686,0.0004407367,0.00022989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000371407,"about_ca_system_score_gemma":0.0003996173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006162902,"about_ca_topic_score_gemma":0.006415303,"domain_scores_codex":[0.9997178,0.0001319867,0.00002300219,0.0000606449,0.00003835492,0.00002814341],"domain_scores_gemma":[0.9991153,0.0004630088,0.0001997406,0.00003094367,0.0001226572,0.00006834966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003664246,0.0001882476,0.9611393,0.00003132156,0.0002477755,0.0001248084,0.00007801117,0.01771064,0.0001815042,0.00006831725,0.001856048,0.01800765],"study_design_scores_gemma":[0.0001806885,0.0007581158,0.4619316,0.00007820943,0.0002022199,0.0003654964,0.0001869392,0.5346794,0.0002535194,0.0005274428,0.0008155828,0.00002079276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925775,0.0002199105,0.005037542,0.0004979325,0.00002735477,0.00006447574,0.0009367821,0.00005667888,0.0005817882],"genre_scores_gemma":[0.9966242,0.0000608352,0.002278147,0.0000440507,0.00001612852,0.00004800231,0.0007267534,0.000002965543,0.0001988588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006162902,"threshold_uncertainty_score":0.01225406,"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."}}