{"id":"W1501767356","doi":"10.1002/art.37939","title":"Brief Report: Reduced Joint Counts Misclassify Patients With Oligoarticular Psoriatic Arthritis and Miss Significant Numbers of Patients With Active Disease","year":2013,"lang":"en","type":"article","venue":"Arthritis & Rheumatism","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Medicine; Psoriatic arthritis; Oligoarthritis; Receiver operating characteristic; Rheumatoid arthritis; Arthritis; Psoriasis; Internal medicine; Cohort; Surgery; Joint (building); Dermatology; Polyarthritis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005460393,0.0003264465,0.0006476296,0.00008416853,0.0001588758,0.00004299809,0.00005104896,0.00007111952,0.0005708572],"category_scores_gemma":[0.0001186446,0.000256798,0.00007714154,0.0001682254,0.00031071,0.0002428634,0.00004601574,0.0001378074,0.00006113325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007044416,"about_ca_system_score_gemma":0.0001022874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006189872,"about_ca_topic_score_gemma":0.000076941,"domain_scores_codex":[0.9978549,0.00004581494,0.0005453667,0.0005003248,0.0006438919,0.0004097292],"domain_scores_gemma":[0.9983191,0.00004329079,0.0003457319,0.0004441951,0.0004423198,0.0004053667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006781998,0.001914173,0.5457475,0.0001975275,0.0009600844,0.0007271372,0.001033789,0.000002091749,0.00006586977,0.0002348718,0.004078445,0.4443604],"study_design_scores_gemma":[0.01183762,0.0009495387,0.9828685,0.002879243,0.0001346921,0.00004402841,0.0001307098,0.00001044341,0.0001463107,0.0001726678,0.0005220372,0.0003041849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946196,0.002063415,0.00001595375,0.0002311428,0.0001624202,0.001520669,0.0001840663,0.00005122814,0.001151492],"genre_scores_gemma":[0.9970016,0.001414403,0.0007819817,0.00008902227,0.00002083401,0.0002034504,0.0002937412,0.00005662847,0.0001383135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440562,"threshold_uncertainty_score":0.9999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005346435841483673,"score_gpt":0.1951337828465319,"score_spread":0.1897873470050483,"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."}}