{"id":"W4402665524","doi":"10.1111/epi.18105","title":"Excess health care use is significantly and persistently reduced following diagnosis of late‐onset epilepsy","year":2024,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"Medical Research Council","keywords":"Medicine; Pediatrics; Confidence interval; Emergency department; Incidence (geometry); Cohort study; Population; Cumulative incidence; Cohort; 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":[0.0007316341,0.0002029432,0.0003715103,0.000582584,0.0002405534,0.0007622539,0.0004252768,0.0005750405,0.00202977],"category_scores_gemma":[0.005185254,0.0002304116,0.0005827031,0.001193839,0.0002654117,0.0005812193,0.0005920268,0.0005592038,0.0003666028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004103608,"about_ca_system_score_gemma":0.0002885112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01122214,"about_ca_topic_score_gemma":0.01122846,"domain_scores_codex":[0.9991066,0.0002172185,0.0001577383,0.0002345001,0.0001426466,0.0001413195],"domain_scores_gemma":[0.9957819,0.000606415,0.002901831,0.0002038388,0.0002391473,0.0002668873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001661925,0.0000255024,0.9983042,0.00001700765,0.00005577566,0.00004183277,0.00004006393,0.00002198595,0.00008992584,0.000006342989,0.0000794019,0.001151648],"study_design_scores_gemma":[0.000004471395,0.00004636645,0.9996864,0.000004539085,0.00001194274,0.0000814387,0.0000412716,0.00005051728,0.00001764391,0.000006830507,0.00004746908,0.000001278349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982513,0.0003816945,0.0000667053,0.00007878281,0.000007181878,0.000004781471,0.0009484674,0.000005659011,0.0002554816],"genre_scores_gemma":[0.9989887,0.0001292907,0.0000574646,0.00002973164,0.000009462639,0.000005197486,0.0006253865,0.000001652953,0.0001531903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01122214,"threshold_uncertainty_score":0.02231359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03603203395269872,"score_gpt":0.3353373195321352,"score_spread":0.2993052855794365,"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."}}