{"id":"W4295681642","doi":"10.1136/rmdopen-2022-002454","title":"How do multiple long-term conditions impact on the cost-of-illness in early rheumatoid arthritis?","year":2022,"lang":"en","type":"article","venue":"RMD Open","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"University of Aberdeen; University of Glasgow","keywords":"Medicine; Rheumatoid arthritis; Indirect costs; Cohort; Quality of life (healthcare); Comorbidity; Internal medicine; Cohort study; Demography; Physical therapy","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":[0.003569122,0.0006529154,0.001281173,0.001339842,0.000467586,0.003009422,0.0008358729,0.001409772,0.005322349],"category_scores_gemma":[0.02338577,0.0004234887,0.002450812,0.002217867,0.0007024874,0.002601174,0.001770392,0.001893307,0.0005087793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002828355,"about_ca_system_score_gemma":0.001319126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02461651,"about_ca_topic_score_gemma":0.03723433,"domain_scores_codex":[0.9961362,0.001701022,0.0003875861,0.0003080523,0.000728427,0.0007386156],"domain_scores_gemma":[0.9893218,0.003749481,0.004224428,0.0002507097,0.001105761,0.001347765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001431126,0.0003243677,0.9095961,0.0009819125,0.003039234,0.0006918689,0.0004779551,0.00366724,0.0001879148,0.001931601,0.002950491,0.07472023],"study_design_scores_gemma":[0.00007949518,0.0003728959,0.9865618,0.001022615,0.000991818,0.001034229,0.0008110121,0.003452084,0.00007278474,0.003416091,0.00212232,0.00006283167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9108965,0.06278361,0.0008509082,0.01674571,0.0003129384,0.00004407122,0.002387984,0.00001546095,0.00596275],"genre_scores_gemma":[0.9943237,0.004200966,0.0002305082,0.0003963821,0.0001396267,0.00001040961,0.0003534427,0.000005245844,0.0003396987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02461651,"threshold_uncertainty_score":0.04894644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294128391161366,"score_gpt":0.3237361032989216,"score_spread":0.294323264182785,"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."}}