{"id":"W3039511312","doi":"10.1212/wnl.0000000000009880","title":"Does screening for adverse effects improve health outcomes in epilepsy?","year":2020,"lang":"en","type":"article","venue":"Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Epilepsy; Medicine; Adverse effect; Psychiatry; Internal medicine","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":[0.002261307,0.0002508271,0.000727541,0.0003476799,0.0001879508,0.000419812,0.0002763012,0.001004114,0.002697301],"category_scores_gemma":[0.007419767,0.0001354594,0.00158458,0.0004088191,0.0004462456,0.0005071104,0.0003857409,0.000538511,0.000148558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004251477,"about_ca_system_score_gemma":0.0009033603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003327127,"about_ca_topic_score_gemma":0.007194588,"domain_scores_codex":[0.9987655,0.0007746305,0.0001229198,0.0001168305,0.0001071169,0.0001130586],"domain_scores_gemma":[0.996704,0.001512642,0.001117429,0.0001810424,0.0001568889,0.0003279543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.104497,0.01235357,0.22936,0.004582789,0.006593003,0.0001714536,0.0002963216,0.000977456,0.001151558,0.0004981328,0.004332631,0.635186],"study_design_scores_gemma":[0.02781731,0.06294745,0.8916491,0.001797611,0.007671647,0.0002083947,0.0003539099,0.001475536,0.0009517628,0.0009996963,0.004080505,0.00004703479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567678,0.03013599,0.0003479837,0.008410868,0.0004593514,0.0002816184,0.0004615089,0.00002760804,0.003107303],"genre_scores_gemma":[0.9913112,0.006149285,0.0004377802,0.001328102,0.0003405934,0.00007482593,0.0001586194,0.000002367358,0.0001972102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003327127,"threshold_uncertainty_score":0.01195908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0268158629435994,"score_gpt":0.3333647135522929,"score_spread":0.3065488506086935,"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."}}