{"id":"W2771966364","doi":"10.1016/j.msard.2017.12.007","title":"The validity and reliability of screening measures for depression and anxiety disorders in multiple sclerosis","year":2017,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Nova Scotia Health Authority; Dalhousie University; University of Manitoba","funders":"Canadian Institutes of Health Research; Crohn's and Colitis Canada; Heart and Stroke Foundation of Canada","keywords":"Multiple sclerosis; Medicine; Anxiety; Depression (economics); Reliability (semiconductor); Clinical psychology; Psychiatry; Validity; Psychometrics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01278834,0.0006434387,0.0007427881,0.002134993,0.0003421484,0.0009106216,0.0006530978,0.0007357008,0.0007525865],"category_scores_gemma":[0.03749894,0.0002880583,0.0008288762,0.001222959,0.0006105214,0.0007207728,0.0009567847,0.0006260984,0.0002474907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004290048,"about_ca_system_score_gemma":0.0005640564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050053,"about_ca_topic_score_gemma":0.001605406,"domain_scores_codex":[0.9930446,0.003169665,0.0009703547,0.0007210101,0.001873026,0.0002213675],"domain_scores_gemma":[0.9719822,0.01504165,0.007291131,0.0009712746,0.004163422,0.0005503934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003908961,0.0001729935,0.9717314,0.0001851846,0.0003562698,0.00002962937,0.0001708228,0.0002550277,0.000547053,0.00003470846,0.0001838864,0.02594212],"study_design_scores_gemma":[0.00005739162,0.0009336495,0.9952283,0.0001293796,0.0001972844,0.0003343213,0.0001248217,0.001873289,0.000687451,0.00009892401,0.0003216477,0.00001353644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934482,0.003317789,0.001347457,0.0001859809,0.0000641696,0.0001019744,0.0004057719,0.00002680196,0.001101899],"genre_scores_gemma":[0.9976432,0.0003255091,0.001562921,0.00003651773,0.00003790958,0.00007316341,0.0002135398,0.000002743091,0.0001044861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01278834,"threshold_uncertainty_score":0.06763202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0754390113063081,"score_gpt":0.2944983733866809,"score_spread":0.2190593620803728,"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."}}