{"id":"W4213313526","doi":"10.1007/s00415-022-11006-0","title":"Seizures and emergency department: characteristics and factors of repeat adult attendees","year":2022,"lang":"en","type":"article","venue":"Journal of Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"LivaNova","keywords":"Medicine; Emergency department; Quarter (Canadian coin); Attendance; Population; Cohort; Cohort study; Psychiatry; Emergency medicine; Family medicine; Pediatrics; Environmental health; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001052482,0.00006878756,0.0002642102,0.00009334966,0.00005741533,0.000002149521,0.00003889241,0.00002366209,0.0001579912],"category_scores_gemma":[0.0001238778,0.00004943182,0.00005065304,0.00004868888,0.00005309082,0.00002635224,0.00006618135,0.0002514091,2.586571e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009147904,"about_ca_system_score_gemma":0.00003407317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007166816,"about_ca_topic_score_gemma":0.000003260943,"domain_scores_codex":[0.9991995,0.00009923975,0.0002907382,0.00008917042,0.0001967763,0.0001246103],"domain_scores_gemma":[0.999424,0.00006921888,0.0002064775,0.00007899215,0.00009470357,0.0001266561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009441759,0.0002095418,0.9932952,0.00003780457,0.0001295388,0.001238478,0.0001654981,8.125325e-7,0.00207107,0.00005041752,0.0007460946,0.001111388],"study_design_scores_gemma":[0.001026749,0.007682165,0.9854062,0.000004269266,0.00008946501,0.003115114,0.00006602858,0.00002032536,0.0002755711,0.0001322035,0.002150845,0.00003103575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964967,0.0007540581,0.000001930156,0.00241581,0.0001527942,0.00008063013,0.00002553886,0.000002540145,0.00006993807],"genre_scores_gemma":[0.9976045,0.002052199,0.00002844115,0.0001817127,0.00005539669,0.000002291282,0.000005644209,0.000007123489,0.00006263285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007888952,"threshold_uncertainty_score":0.2015771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911725585376407,"score_gpt":0.2899446081789598,"score_spread":0.2708273523251958,"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."}}