{"id":"W2194204455","doi":"10.1111/epi.13266","title":"Towards a clinically informed, data‐driven definition of elderly onset epilepsy","year":2015,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Hotchkiss Brain Institute; University of Calgary","funders":"Epilepsy Society; Alberta Innovates; Alberta Innovates - Health Solutions; American Brain Foundation","keywords":"Epilepsy; Clinical neurology; Psychology; Medicine; Psychiatry; Pediatrics; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008662653,0.0002238434,0.0005888062,0.0001822374,0.00004925388,0.00002471117,0.0003953636,0.0001772538,0.000312005],"category_scores_gemma":[0.002195095,0.0001785328,0.0001499903,0.0003131818,0.0002309605,0.0002717666,0.0002723928,0.0003537074,0.0006769725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334449,"about_ca_system_score_gemma":0.001681588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002354291,"about_ca_topic_score_gemma":0.00006752406,"domain_scores_codex":[0.9973355,0.0001226905,0.0008041139,0.000428733,0.0008337477,0.0004752109],"domain_scores_gemma":[0.9970662,0.0002407591,0.0002196931,0.001364853,0.0003864084,0.0007220634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003729166,0.001814783,0.8299702,0.0002799566,0.0005937702,0.0004831954,0.0008213284,0.000004356732,0.0001226456,0.00354166,0.103225,0.05541392],"study_design_scores_gemma":[0.02379006,0.02420735,0.8758724,0.0009462098,0.0007633881,0.0006776801,0.001349279,0.001542186,0.0008371017,0.01335835,0.05586449,0.0007915043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9097899,0.0003984479,0.0007239412,0.002955865,0.0003047441,0.001001824,0.000574641,0.0001488689,0.08410175],"genre_scores_gemma":[0.9675199,0.0004118229,0.02929832,0.0003975231,0.000190026,0.00004832566,0.001796315,0.00003174647,0.0003059797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08379577,"threshold_uncertainty_score":0.8701338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1497272375419703,"score_gpt":0.3935789469599023,"score_spread":0.243851709417932,"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."}}