{"id":"W2909563401","doi":"10.1136/annrheumdis-2018-eular.4212","title":"OP0302 An evaluation of utilisation patterns and appropriateness of laboratory tests among new referrals to rheumatologists: choosing unwisely!","year":2018,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Rheumatology; Referral; Audit; Anti-nuclear antibody; Internal medicine; Medical laboratory; Family medicine; Physical therapy; Autoantibody; Pathology; Immunology","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":[0.0104183,0.000360616,0.0007203604,0.001897319,0.0008922742,0.002045593,0.001077968,0.001387184,0.008126211],"category_scores_gemma":[0.05091079,0.0003320416,0.001304959,0.003830845,0.0005506347,0.002551594,0.001425416,0.001052585,0.002167489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026033,"about_ca_system_score_gemma":0.002307222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0146874,"about_ca_topic_score_gemma":0.0236653,"domain_scores_codex":[0.9876856,0.006269022,0.001963459,0.0005717497,0.002766024,0.0007441951],"domain_scores_gemma":[0.9675624,0.01409413,0.006502563,0.001610128,0.008285056,0.001945815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001070092,0.0002280841,0.964602,0.0001567112,0.0001218169,0.0002632131,0.0005949292,0.0001416689,0.0001704327,0.0001568867,0.004835928,0.02765827],"study_design_scores_gemma":[0.0002014892,0.001075733,0.9852953,0.0003061796,0.0002141706,0.0007054401,0.003658208,0.001322752,0.0004764067,0.0004829655,0.006213637,0.00004768881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529019,0.001360325,0.002638128,0.008229346,0.0003035891,0.0004959392,0.01125475,0.00007770855,0.0227383],"genre_scores_gemma":[0.9865051,0.0004407803,0.004434994,0.002382773,0.0001800331,0.0005226497,0.002660383,0.00007733048,0.002795839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0146874,"threshold_uncertainty_score":0.05509794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134789262537326,"score_gpt":0.3848433263491859,"score_spread":0.2713644000954533,"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."}}