{"id":"W4362524002","doi":"10.1016/j.yebeh.2023.109174","title":"Evolving our approach to pre-surgical counseling in order to improve the quality of life of persons with epilepsy","year":2023,"lang":"en","type":"letter","venue":"Epilepsy & Behavior","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Epilepsy; Autonomy; Quality of life (healthcare); Quality (philosophy); Psychology; Order (exchange); Computer science; Medicine; Psychotherapist; Psychiatry; Epistemology; Business; Political science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001700928,0.0006937631,0.001964391,0.0006246416,0.0001160809,0.00004802405,0.0006253551,0.0006846093,0.0000956161],"category_scores_gemma":[0.001123773,0.0004481952,0.0003643226,0.002027085,0.0001700498,0.00007774245,0.0002341527,0.002496965,0.00007517852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003736319,"about_ca_system_score_gemma":0.001323457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003689022,"about_ca_topic_score_gemma":0.0002885216,"domain_scores_codex":[0.9933851,0.000516004,0.001427673,0.001189862,0.002157585,0.0013238],"domain_scores_gemma":[0.9957253,0.0005547308,0.000445761,0.001625092,0.001030846,0.000618264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002797663,0.002895196,0.6357029,0.001626306,0.0006952357,0.001430058,0.005664878,0.00008113254,0.0008807001,0.00002099819,0.3430615,0.005143378],"study_design_scores_gemma":[0.01008375,0.00674696,0.9398869,0.002588914,0.001668161,0.0001352679,0.006152842,0.0002386239,0.0004935442,0.000007644626,0.03041445,0.001582926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8699253,0.0003574569,0.0001814368,0.1193154,0.0003608016,0.007718794,0.000917324,0.0001303727,0.001093149],"genre_scores_gemma":[0.9419715,0.0001205177,0.006438046,0.03182349,0.002422448,0.005776403,0.0009889983,0.0004394785,0.01001911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3126471,"threshold_uncertainty_score":0.9998043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05063331108627913,"score_gpt":0.3540068074007867,"score_spread":0.3033734963145076,"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."}}