{"id":"W4200274585","doi":"10.1093/rap/rkab102","title":"Validation of the Southend giant cell arteritis probability score in a Scottish single-centre fast-track pathway","year":2021,"lang":"en","type":"article","venue":"Rheumatology Advances in Practice","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Medical Research Council","keywords":"Medicine; Pathology","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":[0.005556511,0.0005785636,0.0004534357,0.001635953,0.0006438206,0.00115465,0.001069168,0.0005718727,0.002092944],"category_scores_gemma":[0.01695214,0.0003032653,0.000625881,0.001027508,0.0007725231,0.0007941565,0.001911271,0.0005349513,0.0006793982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369106,"about_ca_system_score_gemma":0.002042122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03076431,"about_ca_topic_score_gemma":0.03208811,"domain_scores_codex":[0.996121,0.00104564,0.0004003788,0.000689678,0.001243448,0.0004998281],"domain_scores_gemma":[0.9861395,0.002362269,0.00428872,0.001049752,0.004683664,0.001476057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001413276,0.0000332792,0.9951248,0.00002183182,0.00003073019,0.0002312053,0.0002621876,0.0001534372,0.0003307479,0.00002037324,0.0003410607,0.003308994],"study_design_scores_gemma":[0.00002787099,0.000321965,0.997346,0.00002540818,0.00001292316,0.0004582504,0.0002962911,0.0008808722,0.0001733364,0.0000203137,0.0004284392,0.000008209026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975289,0.00006167789,0.0004755497,0.00009321944,0.00001396363,0.00008211364,0.0008302084,0.00002120669,0.0008933155],"genre_scores_gemma":[0.9977919,0.0000372662,0.0007966842,0.0000580515,0.0000168012,0.00005903517,0.001074881,0.000005959555,0.0001594311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03076431,"threshold_uncertainty_score":0.06117046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133495905689538,"score_gpt":0.2538827517673306,"score_spread":0.2425477927104352,"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."}}