{"id":"W2601967748","doi":"10.1111/epi.13721","title":"Predictors of meaningful improvement in quality of life after temporal lobe epilepsy surgery: A prospective study","year":2017,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Hippocampal sclerosis; Logistic regression; Epilepsy surgery; Anterior temporal lobectomy; Confidence interval; Odds ratio; Epilepsy; Quality of life (healthcare); Depression (economics); Temporal lobe; Prospective cohort study; Internal medicine; Surgery; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001775738,0.0002644717,0.001175378,0.0002549539,0.00008414227,0.00002435168,0.0002316515,0.00009900161,0.0002214754],"category_scores_gemma":[0.001594634,0.0002086355,0.0002677629,0.0001690272,0.0002882519,0.0001748387,0.0002061855,0.0002793687,0.00001540906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001856177,"about_ca_system_score_gemma":0.0004706602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003355045,"about_ca_topic_score_gemma":0.001274792,"domain_scores_codex":[0.9968596,0.0002128562,0.00108681,0.0005018845,0.0008780436,0.0004608704],"domain_scores_gemma":[0.9972754,0.000233701,0.0006430798,0.001248087,0.000280764,0.0003190212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003525143,0.004116194,0.988382,0.0002526103,0.0005194554,0.0001288448,0.001342284,4.8294e-7,0.0004426091,0.00007178437,0.0002712019,0.0009474212],"study_design_scores_gemma":[0.004746296,0.002760429,0.9889167,0.0002042385,0.00007796662,0.000001392008,0.0008772012,0.00001212725,0.002090298,0.0001345979,0.00003055694,0.0001481925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955969,0.0001543165,0.00001073143,0.0003042345,0.0001734393,0.002230186,0.00007378995,0.00002610456,0.001430245],"genre_scores_gemma":[0.9990062,0.00003583986,0.0001315468,0.00003081742,0.0001104018,0.0003866575,0.00001921517,0.00003047567,0.0002489149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003409178,"threshold_uncertainty_score":0.8507907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0402686413382719,"score_gpt":0.3419378833426505,"score_spread":0.3016692420043786,"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."}}