{"id":"W4366263061","doi":"10.1177/20552173231167079","title":"Severity and worsening of fatigue among individuals with multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal - Experimental Translational and Clinical","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Janssen Research and Development","keywords":"Multiple sclerosis; Medicine; Depression (economics); Quality of life (healthcare); Physical therapy; Disease; Longitudinal study; Expanded Disability Status Scale; Chronic fatigue; Chronic fatigue syndrome; Psychiatry; Internal medicine; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001346886,0.0003582328,0.0008499056,0.0002924847,0.0005741396,0.00008209409,0.0001479339,0.0002044838,0.0001074298],"category_scores_gemma":[0.0005195735,0.00027583,0.0002889505,0.0004923409,0.001198891,0.0004122589,0.0001472495,0.0007394506,0.000006635081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003901842,"about_ca_system_score_gemma":0.00009486896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009021707,"about_ca_topic_score_gemma":0.00006253855,"domain_scores_codex":[0.9963148,0.0002686673,0.001177557,0.0005703134,0.001134672,0.000534025],"domain_scores_gemma":[0.9969748,0.001641856,0.0003129803,0.0002081008,0.0002313988,0.000630842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009269544,0.0005589892,0.9626549,0.00005955065,0.0005253164,0.00001226557,0.001291497,0.00004912592,0.0243325,0.00002012234,0.000167113,0.009401623],"study_design_scores_gemma":[0.01012799,0.0007439316,0.9738213,0.0008521352,0.0001063585,0.0000466579,0.001942287,0.004673201,0.007246318,0.00003525779,0.000118556,0.0002859504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966568,0.0009163191,0.000214037,0.001186247,0.0001192221,0.0006099567,0.0001148064,0.00007584274,0.0001067794],"genre_scores_gemma":[0.9905533,0.002473789,0.006431168,0.0001000091,0.0002514536,0.00004821361,0.00005304235,0.00004730192,0.00004170499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01708618,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2389825752323461,"score_gpt":0.3865833825828719,"score_spread":0.1476008073505257,"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."}}