{"id":"W4228997052","doi":"10.1002/acr2.11442","title":"A <scp>Population‐Based</scp> Study Evaluating Retention in Rheumatology Care Among Patients With Rheumatoid Arthritis","year":2022,"lang":"en","type":"article","venue":"ACR Open Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; University of Alberta; Alberta Health Services; Arthritis Research Centre of Canada; University of Calgary; Institute for Clinical Evaluative Sciences; McGill University; University of British Columbia; Simon Fraser University; Research Canada","funders":"Canadian Institutes of Health Research; University of British Columbia; Ontario Ministry of Health and Long-Term Care; Arthritis Society; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Rheumatoid arthritis; Rheumatology; Internal medicine; Medicine; Physical therapy; Population; Environmental health","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":[0.001172505,0.0002590755,0.0003019313,0.0006341264,0.001218466,0.0007960295,0.0006395329,0.0004326765,0.001246306],"category_scores_gemma":[0.002462356,0.0002495554,0.0004493315,0.002123201,0.000518701,0.0003700203,0.000477827,0.0006555245,0.0003150459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003205887,"about_ca_system_score_gemma":0.004728369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5242657,"about_ca_topic_score_gemma":0.5086535,"domain_scores_codex":[0.9989018,0.0002427601,0.0001041028,0.0001821829,0.0003484388,0.000220751],"domain_scores_gemma":[0.9978065,0.0001669113,0.0008440911,0.0001168255,0.0006870722,0.0003786547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006299517,0.00004664326,0.9981872,0.00002744313,0.00006382709,0.00002821483,0.0001413935,0.000015813,0.00005956424,0.00001041192,0.000417647,0.0009388043],"study_design_scores_gemma":[0.00002242523,0.0001026614,0.9991824,0.00001588471,0.0000289627,0.00005149209,0.0001684377,0.00008469087,0.0000160602,0.000005625797,0.0003189018,0.000002543823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964464,0.0002823443,0.00008966814,0.0001486744,0.000008189772,0.00008939125,0.00194867,0.000005512035,0.0009811956],"genre_scores_gemma":[0.9985121,0.00009712017,0.00008892509,0.0001226932,0.0000147333,0.00004962386,0.0008870939,0.000001699908,0.0002259372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5242657,"threshold_uncertainty_score":0.957072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02112827177719176,"score_gpt":0.3050396506144579,"score_spread":0.2839113788372661,"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."}}