{"id":"W3155780952","doi":"10.1016/j.msard.2021.102966","title":"Longitudinal analysis of disability outcomes among young people with MS","year":2021,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Multiple sclerosis; Cognition; Physical medicine and rehabilitation; Longitudinal study; Physical therapy; Expanded Disability Status Scale; Gait; Young adult; Pediatrics; Gerontology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003262364,0.0003138029,0.001118187,0.0002315971,0.0002772253,0.00004024601,0.000102465,0.00016802,0.0003700237],"category_scores_gemma":[0.0008636445,0.0002201651,0.0004484893,0.002134939,0.0009979212,0.0001440394,0.0001835122,0.0003379234,0.000003022111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008959189,"about_ca_system_score_gemma":0.00006583762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005427858,"about_ca_topic_score_gemma":0.04336961,"domain_scores_codex":[0.997447,0.0001344569,0.0005759367,0.0007163543,0.0006546069,0.0004717105],"domain_scores_gemma":[0.998157,0.0004499123,0.0001750757,0.000630561,0.0002725212,0.0003149929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001816367,0.0007505437,0.9882252,0.0001310675,0.005422605,0.000004077422,0.001171849,0.0005636656,0.001101448,0.00001827114,0.00004372213,0.002385885],"study_design_scores_gemma":[0.003880917,0.0001452844,0.9854177,0.0001208488,0.002127243,0.000003232891,0.001605359,0.006209313,0.0002090391,0.00001064406,0.00002473211,0.0002456848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958463,0.0007558624,0.0001084144,0.001229635,0.00006739365,0.0004821921,0.00006439367,0.00007299805,0.001372843],"genre_scores_gemma":[0.9963172,0.002784869,0.0004291445,0.00001896344,0.000008897492,0.00006339297,0.0001300796,0.00003084876,0.000216592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03794176,"threshold_uncertainty_score":0.9740864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02929942341974067,"score_gpt":0.2733680906228892,"score_spread":0.2440686672031486,"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."}}