{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0164399,0.0006890105,0.001029687,0.003381212,0.0004250179,0.002826654,0.001426412,0.0007836079,0.0005846014],"category_scores_gemma":[0.04440354,0.0002731164,0.0005176638,0.001815696,0.00129561,0.002571591,0.002230892,0.002385554,0.0003113099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009199625,"about_ca_system_score_gemma":0.002449615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001668095,"about_ca_topic_score_gemma":0.001556783,"domain_scores_codex":[0.9918384,0.004942229,0.00123473,0.0007189739,0.001111014,0.0001546557],"domain_scores_gemma":[0.976501,0.01141113,0.005260919,0.00196133,0.004261135,0.0006044566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008809415,0.0005158032,0.7441772,0.001054025,0.0003658491,0.0006898748,0.001789768,0.01205416,0.006547079,0.02785484,0.01369919,0.1903713],"study_design_scores_gemma":[0.000446133,0.002035307,0.6172986,0.003248138,0.0006528362,0.005568664,0.00619045,0.1445833,0.01128991,0.1480808,0.06030282,0.0003030783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4180382,0.01156052,0.5298993,0.02494514,0.0004233374,0.0009624902,0.005918595,0.0007875595,0.007464895],"genre_scores_gemma":[0.7854201,0.001548733,0.2054985,0.002694103,0.000436665,0.0007241195,0.003164538,0.00005794798,0.0004553383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0164399,"threshold_uncertainty_score":0.08694357,"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."}}