{"id":"W3091784113","doi":"10.1177/1352458520963880","title":"Effect of mood and anxiety disorders on health care utilization in multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary; University of Manitoba","funders":"Institute of Musculoskeletal Health and Arthritis; Canadian Institutes of Health Research","keywords":"Medicine; Anxiety; Multiple sclerosis; Cohort; Mood disorders; Mood; Psychiatry; Cohort study; Drug; Health care; Family medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001656273,0.0001878121,0.0002963078,0.0008585901,0.00033008,0.0007373977,0.0003306923,0.0003433434,0.001203844],"category_scores_gemma":[0.007010036,0.0001661588,0.001027667,0.001060642,0.0003738366,0.0002446229,0.00054418,0.0005747538,0.00007588015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120769,"about_ca_system_score_gemma":0.001157624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1163113,"about_ca_topic_score_gemma":0.1439553,"domain_scores_codex":[0.9983234,0.0007925767,0.0001327464,0.0001495594,0.0003469287,0.0002548253],"domain_scores_gemma":[0.9927794,0.002623332,0.002819709,0.0002807419,0.0005344836,0.0009624205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001078263,0.00002619936,0.9980247,0.00001530389,0.000217776,0.00002475831,0.00002869851,0.0000769617,0.00003321719,0.00001120856,0.0000456462,0.001387688],"study_design_scores_gemma":[0.00000170049,0.00002921139,0.9997842,0.000005703841,0.00002989511,0.00002244327,0.00001845244,0.00006390952,0.00000686418,0.000005484059,0.00003118464,8.867745e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969128,0.001955467,0.00004315292,0.0002054255,0.000006979828,0.000006717327,0.0004022176,0.000003135332,0.0004639018],"genre_scores_gemma":[0.9991653,0.0004781378,0.00004353987,0.00004124057,0.00001258683,0.000003645972,0.0001880089,9.449058e-7,0.00006653482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1163113,"threshold_uncertainty_score":0.2312686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120883224676405,"score_gpt":0.326842431443815,"score_spread":0.2147541089761745,"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."}}