{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006076035,0.0001562265,0.0002522163,0.0006297886,0.0003634327,0.000298237,0.0001815764,0.0003614021,0.001866215],"category_scores_gemma":[0.002975141,0.0001158075,0.0002503202,0.0005594507,0.0001531716,0.0004605609,0.0003084795,0.000342765,0.0001593563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002332917,"about_ca_system_score_gemma":0.0001776091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00358552,"about_ca_topic_score_gemma":0.006955155,"domain_scores_codex":[0.9997082,0.00009934486,0.00003967586,0.00005104967,0.00005921605,0.00004244802],"domain_scores_gemma":[0.998913,0.0001384434,0.0006535976,0.00002849623,0.0001110171,0.0001553686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008583236,0.00003056095,0.9963759,0.00002310962,0.00003254754,0.00004368938,0.0001136821,0.00002290757,0.000112099,0.000004693124,0.0001648159,0.002990208],"study_design_scores_gemma":[0.000003125638,0.0000701831,0.9995888,0.000008305944,0.000008331846,0.0001185038,0.00009378997,0.00002287079,0.00001079716,0.000008633728,0.00006534546,0.000001314744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998511,0.0005777549,0.00002485665,0.0001359801,0.000005596458,0.00001209186,0.0002609295,0.000002943388,0.0004689203],"genre_scores_gemma":[0.9993818,0.000183826,0.0000407561,0.00004214615,0.00001162765,0.000008755448,0.000191248,5.90763e-7,0.0001392742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00358552,"threshold_uncertainty_score":0.007129312,"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."}}