{"id":"W2178687657","doi":"10.7224/1537-2073.2014-084","title":"Exploration of Undertreatment and Patterns of Treatment of Depression in Multiple Sclerosis","year":2015,"lang":"en","type":"article","venue":"International Journal of MS Care","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Depression (economics); Medicine; Antidepressant; Multiple sclerosis; Psychiatry; Population; Depressive symptoms; Drug treatment; Internal medicine; Anxiety","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":[0.003709371,0.0001259729,0.0003057687,0.001073436,0.0004178332,0.0008093282,0.0003800171,0.0003399068,0.001042068],"category_scores_gemma":[0.01653594,0.0001804726,0.0003265376,0.001536151,0.0004342584,0.0008193698,0.0007525087,0.0006292273,0.00005231384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007459454,"about_ca_system_score_gemma":0.0008313107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008833329,"about_ca_topic_score_gemma":0.01317419,"domain_scores_codex":[0.9974637,0.001652743,0.000252552,0.0001441425,0.0003478957,0.000138959],"domain_scores_gemma":[0.9887937,0.004426574,0.005311678,0.0003774372,0.0006391206,0.0004514881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006650436,0.00002837051,0.9932531,0.00004799266,0.00008046254,0.00003932313,0.0005528348,0.0000240136,0.00004070816,0.00004390454,0.000063024,0.005759882],"study_design_scores_gemma":[0.000002326321,0.00004370906,0.998926,0.00003189107,0.00002513648,0.0001274158,0.0005271394,0.0001172149,0.00001823123,0.00006349904,0.0001153848,0.00000202029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970099,0.001987408,0.00008246006,0.0004085765,0.000003460766,0.00001002047,0.00009133914,0.00000113328,0.0004057402],"genre_scores_gemma":[0.9992625,0.0004986808,0.0000916104,0.00003712471,0.000007149197,0.000006624714,0.00005713587,7.029984e-7,0.00003850791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008833329,"threshold_uncertainty_score":0.01961726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2238932549207168,"score_gpt":0.3739957384919257,"score_spread":0.150102483571209,"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."}}