{"id":"W4206798978","doi":"10.2196/32825","title":"Sleep Disturbance and Quality of Life in Rheumatoid Arthritis: Prospective mHealth Study","year":2021,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Versus Arthritis; Arthritis Society; Solent NHS Trust","keywords":"mHealth; Mood; Sleep disorder; Quality of life (healthcare); Medicine; Sleep (system call); Physical therapy; Population; Psychology; Gerontology; Clinical psychology; Psychiatry; Insomnia; Psychological intervention","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002147212,0.0003791302,0.0006465535,0.0007665579,0.0006366661,0.0007897719,0.0005138507,0.00064663,0.001085431],"category_scores_gemma":[0.002761475,0.000427889,0.001018343,0.001587004,0.0002965802,0.0006214224,0.000785188,0.001216367,0.0003380243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003806505,"about_ca_system_score_gemma":0.0003991199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004556944,"about_ca_topic_score_gemma":0.006481824,"domain_scores_codex":[0.9986744,0.0004462343,0.000237019,0.0002394852,0.0002643263,0.0001386403],"domain_scores_gemma":[0.997898,0.0001921214,0.001084906,0.0002055716,0.0002659982,0.0003534681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005398644,0.0001563272,0.9966068,0.00007539947,0.0003457422,0.0000359293,0.00008937265,0.00004165766,0.000102172,0.00001319679,0.0002346946,0.001758989],"study_design_scores_gemma":[0.00007554533,0.0002800769,0.99903,0.00002374701,0.0001178152,0.00007809563,0.00006983497,0.00006452781,0.0000211531,0.00001214453,0.0002216704,0.000005541975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894884,0.004066234,0.0003180523,0.0002591316,0.00003563075,0.000251376,0.004542733,0.00001594623,0.00102246],"genre_scores_gemma":[0.996437,0.0006496469,0.0003710483,0.0001351287,0.00004224336,0.0002244691,0.00185554,0.000003284826,0.0002816035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004556944,"threshold_uncertainty_score":0.0113557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06764380837040995,"score_gpt":0.4299206048403816,"score_spread":0.3622767964699716,"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."}}