{"id":"W630209437","doi":"10.1007/s10067-015-2985-z","title":"Evaluation of the Canadian Rheumatology Association Choosing Wisely recommendation concerning anti-nuclear antibody (ANA) testing","year":2015,"lang":"en","type":"article","venue":"Clinical Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Rheumatology; Internal medicine; Rheumatoid arthritis; Rheumatoid factor; Polymyalgia rheumatica; Disease; Physical therapy; Vasculitis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0162268,0.0001744531,0.0009315388,0.0002152331,0.0002437173,0.00002995754,0.0002791588,0.0005846696,0.0001377674],"category_scores_gemma":[0.09429469,0.0001407215,0.0001550558,0.0005468535,0.000288844,0.0001126382,0.0001252598,0.0007012362,0.0001460862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001454787,"about_ca_system_score_gemma":0.004526487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02563272,"about_ca_topic_score_gemma":0.01209933,"domain_scores_codex":[0.9938769,0.002616567,0.001462791,0.0004361908,0.001053061,0.0005545058],"domain_scores_gemma":[0.9922208,0.002445639,0.001137747,0.0004974901,0.003279155,0.0004192213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003371823,0.00006168292,0.9883741,0.00009346042,0.00016115,0.000002503609,0.0004683388,0.00002862959,0.00009227973,0.0003358095,0.003534311,0.006814022],"study_design_scores_gemma":[0.02026927,0.0008227981,0.7559615,0.003583234,0.001113397,0.01415595,0.004092521,0.1870922,0.000140363,0.002391351,0.009701073,0.0006763912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984462,0.0001763363,0.00003874545,0.006388139,0.00174325,0.0007643149,0.000006481163,0.00005833316,0.006362416],"genre_scores_gemma":[0.9991242,0.00005147358,0.0004347533,0.0001982364,0.00004167489,0.00001443793,0.00004271133,0.00003905228,0.00005342725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2324126,"threshold_uncertainty_score":0.9808556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.253621007142903,"score_gpt":0.4527021913328362,"score_spread":0.1990811841899332,"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."}}