{"id":"W4210827259","doi":"10.1177/13524585211069070","title":"Productivity loss among people with early multiple sclerosis: A Canadian study","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":27,"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":"Government of Alberta; Biogen Idec; Multiple Sclerosis Society of Canada; Fondation Brain Canada; Roche","keywords":"Presenteeism; Absenteeism; Productivity; Work productivity; Medicine; Demography; Psychology; 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":[0.0009326622,0.0003939027,0.000492322,0.001646637,0.00279633,0.001132226,0.0009341452,0.0004236525,0.001337676],"category_scores_gemma":[0.001799173,0.0003251809,0.0005942406,0.004602056,0.0004538907,0.0005176443,0.000871646,0.0007906623,0.0002049803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01095435,"about_ca_system_score_gemma":0.01458296,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9821543,"about_ca_topic_score_gemma":0.985199,"domain_scores_codex":[0.9993051,0.0000420763,0.00004240485,0.00008632739,0.0003081021,0.0002160408],"domain_scores_gemma":[0.9987369,0.00005349529,0.000252999,0.00003899522,0.0005838653,0.0003337177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007566962,0.00006390204,0.9929318,0.00006774978,0.00004323932,0.0001087569,0.000959897,0.00004698035,0.0001182896,0.0000450909,0.0005935139,0.004945051],"study_design_scores_gemma":[0.000008920012,0.00002833153,0.9986299,0.00002848538,0.00001689326,0.00005588268,0.0006876408,0.00009493317,0.00001661582,0.00001099411,0.0004158589,0.000005627718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933088,0.0009305823,0.00009807779,0.00031059,0.00001135311,0.00007527591,0.003705021,0.000005580712,0.001554608],"genre_scores_gemma":[0.9970917,0.0007723859,0.0001467087,0.0001081016,0.000007524801,0.00002647129,0.001349736,0.000002515176,0.0004949093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01784575,"threshold_uncertainty_score":0.07947975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07662898989530774,"score_gpt":0.2656726939159828,"score_spread":0.1890437040206751,"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."}}