{"id":"W4380225053","doi":"10.1136/bmjopen-2023-073782","title":"Well-being and flourishing mental health in adults with inflammatory bowel disease, multiple sclerosis and rheumatoid arthritis in Manitoba, Canada: a cross-sectional study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University; University of Calgary; University of Manitoba","funders":"Institute of Musculoskeletal Health and Arthritis; Janssen Canada; Amgen Canada; Research Manitoba; Pfizer Canada; AbbVie Canada; Sandoz Canada; AstraZeneca; Crohn's and Colitis Canada; Public Health Agency; Arthritis Society; Mylan; Takeda Canada; Public Health Agency of Canada; Research Nova Scotia; Multiple Sclerosis Society; AstraZeneca Canada; Canadian Institutes of Health Research; Health Sciences Centre Foundation; Natural Sciences and Engineering Research Council of Canada; Pfizer; Biogen; Bristol-Myers Squibb; U.S. Department of Defense; Eli Lilly and Company; Multiple Sclerosis Society of Canada; Amgen; Government of Alberta","keywords":"Medicine; Flourishing; Rheumatoid arthritis; Inflammatory bowel disease; Multiple sclerosis; Cross-sectional study; Mental health; Epidemiology; Disease; Public health; Physical therapy; Gerontology; Psychiatry; Family medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005436981,0.0003346497,0.0003648444,0.0008764805,0.002585536,0.0009656833,0.0009701941,0.0005022647,0.001332499],"category_scores_gemma":[0.001562098,0.0003854414,0.0004421221,0.0023526,0.0005815027,0.0004113081,0.0008773283,0.0009216435,0.0002128721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009297733,"about_ca_system_score_gemma":0.01288205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9767612,"about_ca_topic_score_gemma":0.9845095,"domain_scores_codex":[0.9994767,0.00006030349,0.0000435994,0.00007300968,0.0002026879,0.0001437241],"domain_scores_gemma":[0.9986848,0.00006041918,0.0002867996,0.00004109431,0.0004962168,0.0004306378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001879691,0.00004224112,0.9980665,0.00002213981,0.00002459956,0.00003493386,0.0005535709,0.00001751663,0.00006082971,0.00001940091,0.0002924017,0.0008470507],"study_design_scores_gemma":[0.000005349649,0.00002593412,0.9984522,0.00002677744,0.00001408361,0.00004056366,0.0009984225,0.00007490279,0.00001149305,0.000008391632,0.0003377499,0.000004166152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948208,0.000837946,0.00005298095,0.0003900701,0.00001593105,0.00009656368,0.002410128,0.00000528847,0.001370221],"genre_scores_gemma":[0.9974747,0.0006999365,0.0001478634,0.0001836411,0.00001000943,0.00003887937,0.0008770383,0.000001888532,0.0005660315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02323878,"threshold_uncertainty_score":0.06746006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03307512942346381,"score_gpt":0.3090870532275369,"score_spread":0.2760119238040731,"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."}}