{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008637165,0.001094541,0.001378006,0.002716977,0.0004606979,0.002988448,0.0009719876,0.001430738,0.003097565],"category_scores_gemma":[0.05468152,0.0002874388,0.001171279,0.002283478,0.0006041137,0.00286216,0.001226544,0.002031469,0.001219094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008036401,"about_ca_system_score_gemma":0.001860708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004234667,"about_ca_topic_score_gemma":0.004155111,"domain_scores_codex":[0.9962918,0.001845223,0.0004703862,0.0004481378,0.0006394574,0.0003049795],"domain_scores_gemma":[0.9505211,0.03833114,0.00535119,0.001225965,0.002791583,0.001779009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001015414,0.0003200079,0.9245209,0.0001740278,0.0004991614,0.0001403215,0.0001051485,0.01677934,0.0001082035,0.0007703881,0.004604742,0.05096239],"study_design_scores_gemma":[0.0003857452,0.0016474,0.3828,0.0005863987,0.001213799,0.001243563,0.001020709,0.5883902,0.0008787839,0.01807996,0.003605555,0.0001478933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9430679,0.006890599,0.02361373,0.01265192,0.0008203135,0.0001847527,0.004933728,0.0003808485,0.007456244],"genre_scores_gemma":[0.9935117,0.0007899386,0.003240432,0.0002590797,0.0002875869,0.00003921771,0.001546945,0.00002118029,0.000303933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008637165,"threshold_uncertainty_score":0.0456782,"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."}}