{"id":"W2045606680","doi":"10.1111/epi.12754","title":"Validating screening tools for depression in epilepsy","year":2014,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Hotchkiss Brain Institute; University of Calgary","funders":"University of Calgary; Alberta Health Services","keywords":"Gold standard (test); Epilepsy; Depression (economics); Hospital Anxiety and Depression Scale; Patient Health Questionnaire; Comorbidity; Population; Medicine; Anxiety; Psychiatry; Physical therapy; Internal medicine; Depressive symptoms","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007211173,0.0001643126,0.0003489005,0.0001576727,0.0001074923,0.00005456757,0.0001012933,0.00009725981,0.0001359516],"category_scores_gemma":[0.001432033,0.0001336994,0.0001296555,0.0001807767,0.00003571077,0.0001851791,0.00005605119,0.0002129907,0.00006553701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007165499,"about_ca_system_score_gemma":0.0000446941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004283839,"about_ca_topic_score_gemma":0.00001364604,"domain_scores_codex":[0.9984177,0.00009174729,0.0003220071,0.0003730074,0.0002835639,0.0005119721],"domain_scores_gemma":[0.9984943,0.0007733506,0.00006937185,0.0003650083,0.0000721321,0.0002258414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004055158,0.0001789241,0.7790308,0.00009479664,0.00003639012,0.00002793695,0.00009837779,0.0000330164,0.002897938,0.0008658554,0.001421313,0.2149091],"study_design_scores_gemma":[0.007646204,0.0009801117,0.9472995,0.0006547131,0.00005660377,0.00003752432,0.0001459481,0.01108109,0.01412018,0.0009553354,0.01676201,0.0002607178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450144,0.0002115563,0.03855879,0.001129912,0.0001160566,0.001327967,0.00001386957,0.0001152181,0.01351221],"genre_scores_gemma":[0.9677729,0.00002328214,0.03071948,0.0002951078,0.0002705452,0.0002561264,0.0001279269,0.00003470822,0.0004999068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2146484,"threshold_uncertainty_score":0.5452102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05306440532040815,"score_gpt":0.3433971852198848,"score_spread":0.2903327798994766,"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."}}