{"id":"W2413480776","doi":"10.1177/0091217416652616","title":"Validating screening tools for depression in stroke and transient ischemic attack patients","year":2016,"lang":"en","type":"article","venue":"The International Journal of Psychiatry in Medicine","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"Institute of Circulatory and Respiratory Health; Canada Research Chairs; Alberta Innovates - Health Solutions; University of Alberta; Cumming School of Medicine, University of Calgary; University of Calgary; Canadian Institutes of Health Research; AstraZeneca Canada","keywords":"Patient Health Questionnaire; Medicine; Receiver operating characteristic; Depression (economics); Hospital Anxiety and Depression Scale; Stroke (engine); Geriatric Depression Scale; Outpatient clinic; Anxiety; Physical therapy; Internal medicine; Psychiatry; Depressive symptoms","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007395875,0.00008172876,0.0002176921,0.0002585895,0.00001787736,0.000008596413,0.0001429331,0.00004263856,0.00006289875],"category_scores_gemma":[0.0009168838,0.00003861912,0.00007280213,0.00006171601,0.00006736771,0.0001592597,0.00001605258,0.000158334,6.784174e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007060754,"about_ca_system_score_gemma":0.00005816965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006562705,"about_ca_topic_score_gemma":0.00001578607,"domain_scores_codex":[0.9987406,0.00003753865,0.0005805687,0.0001003291,0.0004346831,0.0001063115],"domain_scores_gemma":[0.9986646,0.0007360515,0.0002497542,0.00007214556,0.0002209947,0.00005643546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00133596,0.0001325328,0.9095449,0.00003958277,0.00007296427,0.000003802779,0.0005549584,0.00002286315,0.01092212,0.00002998905,0.008446878,0.06889339],"study_design_scores_gemma":[0.02040226,0.001028162,0.9591047,0.00656238,0.00006418324,0.0001278052,0.001971215,0.0001870823,0.0007548344,0.0001435494,0.009559651,0.00009413339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665253,0.0005519239,0.003065709,0.02762272,0.001384183,0.0002103753,0.000007291794,0.00000281062,0.00062975],"genre_scores_gemma":[0.9937627,0.0001677405,0.004593488,0.0006482758,0.0006635659,0.000005455471,0.000003560181,0.000008930458,0.0001462625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06879925,"threshold_uncertainty_score":0.1574842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03251251988036363,"score_gpt":0.344706786057129,"score_spread":0.3121942661767653,"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."}}