{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0017145,0.0007833632,0.001299108,0.0008113191,0.001602595,0.00044177,0.0003215615,0.0002606949,0.0001460322],"category_scores_gemma":[0.005266432,0.0005840801,0.0003324486,0.001940178,0.0007222894,0.0008003042,0.0004974107,0.00144056,0.00006103784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000753648,"about_ca_system_score_gemma":0.0003027596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001796088,"about_ca_topic_score_gemma":0.005876699,"domain_scores_codex":[0.993233,0.0004460352,0.0009113529,0.001111113,0.002185372,0.002113078],"domain_scores_gemma":[0.9953886,0.001063577,0.0005327605,0.0007163939,0.0008886412,0.001409971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005476513,0.0006502325,0.9524109,0.00009414003,0.0008204498,0.00003857256,0.002765141,0.0001526039,0.03282442,0.000001159719,0.004141442,0.005553326],"study_design_scores_gemma":[0.008836331,0.0007878671,0.9788141,0.0009874878,0.0002030397,0.00003388916,0.001836075,0.00216687,0.005113385,0.000007459403,0.0005888764,0.0006245939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995216,0.0003586324,0.00008823949,0.001515773,0.0003623084,0.001608888,0.0002462133,0.000527203,0.00007675824],"genre_scores_gemma":[0.9931456,0.004773638,0.0006458763,0.00006891909,0.0003609374,0.0001798156,0.0001453845,0.0001786994,0.0005011465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02771103,"threshold_uncertainty_score":0.9996972,"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."}}