{"id":"W4365810870","doi":"10.1177/13524585231164295","title":"Employment status, productivity loss, and associated factors among people with multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Toronto; Centre for Advancing Health Outcomes; St. Michael's Hospital; University of Calgary; St. Paul's Hospital; University of British Columbia","funders":"Multiple Sclerosis Society of Canada; Michael Smith Health Research BC; Fondation Brain Canada; Government of Alberta; University of Calgary; Biogen Idec; Roche","keywords":"Multiple sclerosis; Productivity; Medicine; Physical medicine and rehabilitation; Environmental health; Psychiatry; Economics","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":[0.001096263,0.0001745583,0.0003418652,0.0009773476,0.0006793092,0.000607073,0.0004283015,0.0002811548,0.001243562],"category_scores_gemma":[0.003720552,0.0001107925,0.0003148054,0.001429549,0.0002728868,0.0002842758,0.0004660393,0.0005553685,0.0001349426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036949,"about_ca_system_score_gemma":0.001401286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1051479,"about_ca_topic_score_gemma":0.1148246,"domain_scores_codex":[0.9994577,0.00008023104,0.00004366281,0.00005151306,0.0002158952,0.0001511367],"domain_scores_gemma":[0.9986761,0.000188675,0.0005904504,0.00004031146,0.0002224753,0.0002818317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000044893,0.00003073592,0.9973522,0.00002230237,0.00002878039,0.00003632288,0.0001065258,0.00002960053,0.00002151109,0.00001044476,0.0001242391,0.002192356],"study_design_scores_gemma":[0.000001939888,0.00002690594,0.9996334,0.00001230377,0.000009664769,0.00003206782,0.0001319205,0.00003671142,0.000004610669,0.0000116434,0.00009742908,0.000001263491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996528,0.001579495,0.00003358401,0.0002186868,0.00001027037,0.00001694335,0.0008360181,0.000002536608,0.0007745302],"genre_scores_gemma":[0.9991041,0.0003618692,0.00002773694,0.00002351309,0.000005951474,0.000009045286,0.0003521007,6.357192e-7,0.0001150039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1051479,"threshold_uncertainty_score":0.2090717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09547479280071636,"score_gpt":0.2880498187659398,"score_spread":0.1925750259652234,"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."}}