{"id":"W4307776247","doi":"10.1001/jamaneurol.2022.3651","title":"Genetic Testing to Inform Epilepsy Treatment Management From an International Study of Clinical Practice","year":2022,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Genetic testing; Epilepsy; Medical diagnosis; Pediatrics; Retrospective cohort study; Genetic counseling; Health care; Young adult; Internal medicine; Psychiatry; Pathology; Genetics","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":[0.003754538,0.0002037566,0.0002651775,0.00180256,0.0004243515,0.001221538,0.00039483,0.0004566695,0.002968328],"category_scores_gemma":[0.0253836,0.0001463364,0.0003053635,0.002978875,0.0003900978,0.001035872,0.0009234934,0.0004882051,0.0003487063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006015744,"about_ca_system_score_gemma":0.000967858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009494449,"about_ca_topic_score_gemma":0.0113638,"domain_scores_codex":[0.9968749,0.001551209,0.0006298592,0.0003217838,0.0004473536,0.0001749713],"domain_scores_gemma":[0.9832054,0.004256997,0.009512854,0.0006691616,0.001450123,0.0009055279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000148482,0.00001455056,0.9960939,0.00002085532,0.00002522392,0.00004435662,0.0002162927,0.00002456881,0.00002310343,0.00004463835,0.0005209993,0.002956541],"study_design_scores_gemma":[0.000007942466,0.0000505479,0.9963925,0.000143193,0.00004363943,0.0003584091,0.001070626,0.0003016423,0.00004046189,0.0002295603,0.001352996,0.000008306029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810243,0.00230991,0.0007557267,0.004427694,0.00008312585,0.00008170929,0.002599596,0.00001499216,0.008703004],"genre_scores_gemma":[0.997074,0.0006536616,0.000679767,0.0005297543,0.00005422351,0.00004995761,0.0007775994,0.000005278888,0.0001757459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009494449,"threshold_uncertainty_score":0.01985615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03642670649011587,"score_gpt":0.3564262891723587,"score_spread":0.3199995826822428,"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."}}