{"id":"W2518198132","doi":"10.1002/acr.22984","title":"Development of the American College of Rheumatology's Rheumatoid Arthritis Electronic Clinical Quality Measures","year":2016,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthritis Research Centre of Canada; University of British Columbia","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Rheumatology; Rheumatoid arthritis; Family medicine; Internal medicine; Face validity; Physical therapy; Psychometrics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00502053,0.0002746015,0.00133702,0.0003524672,0.0004266593,0.00001680843,0.0006728456,0.0001570409,0.0001787135],"category_scores_gemma":[0.00276865,0.0001755246,0.0004402381,0.000996592,0.004044042,0.0001361948,0.0004338752,0.0008054093,0.00007754127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002293572,"about_ca_system_score_gemma":0.003210578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004718213,"about_ca_topic_score_gemma":0.006627645,"domain_scores_codex":[0.9918489,0.001934374,0.001808969,0.000647369,0.002401345,0.001359041],"domain_scores_gemma":[0.9946749,0.001398997,0.000415456,0.001162559,0.001983332,0.0003647571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007730921,0.0002989569,0.2395934,0.00008848973,0.0002356159,0.00002102117,0.001289106,4.094996e-8,0.01261084,0.009147443,0.001190347,0.7347516],"study_design_scores_gemma":[0.02054857,0.003400554,0.6026081,0.009966,0.000005178516,0.0007610435,0.01908988,0.000002539247,0.1245186,0.003688748,0.2146134,0.0007973437],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635071,0.03277878,0.00007690948,0.001544775,0.0001300033,0.0009602826,0.0001760719,0.00005182273,0.0007743181],"genre_scores_gemma":[0.836963,0.1620937,0.0006344635,0.00003187467,0.00002077133,0.0001160567,0.000007292883,0.00004419125,0.00008864675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7339543,"threshold_uncertainty_score":0.9986664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06058248862599565,"score_gpt":0.3984429512344564,"score_spread":0.3378604626084608,"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."}}