{"id":"W3004077975","doi":"10.1016/j.seizure.2020.01.016","title":"Predicting outcome of epilepsy surgery in clinical practice: Prediction models vs. clinical acumen","year":2020,"lang":"en","type":"article","venue":"Seizure","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Epilepsy; Epilepsy surgery; Medicine; Medical record; Outcome (game theory); Refractory (planetary science); Cohort; Drug Resistant Epilepsy; Surgery; Pediatrics; Internal medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00306656,0.0001913678,0.0009754778,0.0001103008,0.00004094248,0.00001406408,0.0001178884,0.0003251025,0.00008808645],"category_scores_gemma":[0.008619075,0.0001549649,0.0004226885,0.0003883907,0.0001432307,0.000327994,0.000111422,0.001066254,0.00005614768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006669035,"about_ca_system_score_gemma":0.0004091453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009430921,"about_ca_topic_score_gemma":0.00001464684,"domain_scores_codex":[0.9958417,0.0005312358,0.001995604,0.0005356676,0.0006877983,0.0004080375],"domain_scores_gemma":[0.9959754,0.002433874,0.0003669479,0.0004029237,0.000237311,0.0005835557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002415225,0.0009437144,0.9809117,0.0001668535,0.0002662765,0.0004928241,0.0002434366,0.00005363772,0.000007804696,0.00006968591,0.006123252,0.008305534],"study_design_scores_gemma":[0.004399023,0.002443612,0.9684566,0.0002551617,0.000283849,0.00006738291,0.0004634791,0.01884858,0.00004506769,0.0001758408,0.004415123,0.0001462678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976199,0.0004632674,0.0003058384,0.01788678,0.0003908784,0.0008649716,0.00007437966,0.0001256774,0.003689258],"genre_scores_gemma":[0.9943616,0.0008600397,0.001746112,0.001908962,0.0008114083,0.00003248674,0.00009805329,0.00003368278,0.0001475941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01879494,"threshold_uncertainty_score":0.9997317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1759890313951964,"score_gpt":0.4511989006983166,"score_spread":0.2752098693031202,"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."}}