{"id":"W4291020393","doi":"10.1212/wnl.0000000000200931","title":"Physical and Mental Health–Related Quality of Life Trajectories Among People With Multiple Sclerosis","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Multinomial logistic regression; Quality of life (healthcare); Medicine; Odds; Mental health; Odds ratio; Multiple sclerosis; Logistic regression; Gerontology; Physical therapy; Psychiatry; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001422487,0.0002051678,0.0003175578,0.000914937,0.0005383557,0.0007250506,0.0003870158,0.0004073453,0.001241298],"category_scores_gemma":[0.004836788,0.0001921064,0.0007098618,0.001321585,0.0002490691,0.0008638338,0.00104249,0.000707377,0.0001732003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005778857,"about_ca_system_score_gemma":0.0004603217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01059832,"about_ca_topic_score_gemma":0.01166228,"domain_scores_codex":[0.9993135,0.0002212781,0.00009391216,0.0001319491,0.0001281542,0.000111263],"domain_scores_gemma":[0.9981909,0.0003124272,0.0009946951,0.00009048139,0.0001782079,0.0002332152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005125166,0.00002501327,0.9976718,0.0000113895,0.00004457504,0.0000192352,0.0001474338,0.0001435279,0.00002594644,0.00001694463,0.00008957119,0.001753307],"study_design_scores_gemma":[0.000003879667,0.00004606496,0.999051,0.00001253955,0.00001349093,0.00005640365,0.0002395947,0.0003863114,0.00001428526,0.00006044347,0.0001123187,0.000003634055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984258,0.0002338327,0.00009050855,0.0001626705,0.000003587208,0.00001680873,0.0007926709,0.000003750827,0.0002703738],"genre_scores_gemma":[0.9988894,0.0001314461,0.0001490906,0.00002737572,0.000004824794,0.00002747603,0.0006609877,0.000001244555,0.000108118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059832,"threshold_uncertainty_score":0.02107328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05906326069226341,"score_gpt":0.3137960537017195,"score_spread":0.2547327930094561,"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."}}