{"id":"W4413427243","doi":"10.3390/neurosci6030082","title":"The Impact of Multiple Sclerosis on Work Productivity: A Preliminary Look at the North American Registry for Care and Research in Multiple Sclerosis","year":2025,"lang":"en","type":"article","venue":"NeuroSci","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Northwell Health; Northwestern University; University of Pennsylvania; University of Southern California; Ohio State University; University of Miami","keywords":"Multiple sclerosis; Work productivity; Productivity; Work (physics); Medicine; Physical medicine and rehabilitation; Engineering; Psychiatry; Economics; Economic growth; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0009601369,0.0002853676,0.0005231819,0.0003093094,0.00105566,0.00007759915,0.0004037512,0.0000631217,0.000001790406],"category_scores_gemma":[0.008593445,0.0001627714,0.0002215376,0.001896723,0.002154283,0.00006707556,0.0007409923,0.0007615167,0.000002836824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004338344,"about_ca_system_score_gemma":0.0002526854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467267,"about_ca_topic_score_gemma":0.002833245,"domain_scores_codex":[0.9966381,0.0005336579,0.0003992765,0.0008213712,0.0007683602,0.0008393021],"domain_scores_gemma":[0.9920166,0.005950315,0.0001503286,0.001291339,0.0004457838,0.0001456632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007276297,0.0003518077,0.8799058,0.0002756485,0.00007883625,0.000003709819,0.0009026597,0.0001836106,0.02279216,0.000002646393,0.008393095,0.07983376],"study_design_scores_gemma":[0.00223409,0.002192171,0.9844547,0.0005789937,0.00002569443,0.000001356824,0.0009786969,0.0005323667,0.007738901,0.000004587518,0.001141097,0.0001173573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907622,0.001209739,0.000004043811,0.004040726,0.0001096404,0.003488991,0.0001450175,0.00003465044,0.0002049438],"genre_scores_gemma":[0.9958168,0.002226179,0.00007476965,0.00008856736,0.00009993056,0.001005479,0.00001362385,0.00004363763,0.0006310417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045489,"threshold_uncertainty_score":0.9997576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1559441868414715,"score_gpt":0.3778230157071575,"score_spread":0.221878828865686,"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."}}