{"id":"W4367188801","doi":"10.1177/13524585231167740","title":"The Barancik lecture: Comorbidity in multiple sclerosis—Looking backward, looking forward","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Multiple Sclerosis Society","keywords":"Comorbidity; Medicine; Quality of life (healthcare); Multiple sclerosis; Disease; Psychological intervention; Intensive care medicine; Psychiatry; Internal medicine; Nursing","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":[0.01150985,0.00108265,0.00174456,0.00239317,0.001498948,0.004523735,0.001403079,0.004825557,0.009215241],"category_scores_gemma":[0.03462061,0.0005194655,0.0009934315,0.001219812,0.002860758,0.01004867,0.003245673,0.01953455,0.004069081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003398674,"about_ca_system_score_gemma":0.004984913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005703364,"about_ca_topic_score_gemma":0.009319557,"domain_scores_codex":[0.9957912,0.001930734,0.0004457623,0.0004093177,0.001111959,0.0003110911],"domain_scores_gemma":[0.9800434,0.009830153,0.000724243,0.0003661325,0.004838305,0.0041978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009160869,0.0000222935,0.0003702824,0.0003684224,0.00004635123,0.0001115442,0.0001200925,0.00003920232,0.00006729982,0.002590666,0.9448982,0.05127412],"study_design_scores_gemma":[0.0001252772,0.0001022313,0.003239462,0.004186149,0.0001398132,0.001271734,0.0007127157,0.0001892417,0.0001275274,0.01631582,0.97351,0.00008008995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0002707135,0.1795702,0.0004416062,0.6624979,0.153263,0.00001208246,0.00007742968,0.00002780645,0.003839391],"genre_scores_gemma":[0.007571777,0.2650841,0.001263399,0.2530827,0.4575246,0.00006436422,0.0001346758,0.00009485772,0.0151795],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01150985,"threshold_uncertainty_score":0.06087065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1265485348171381,"score_gpt":0.3113143749094275,"score_spread":0.1847658400922894,"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."}}