{"id":"W4405925525","doi":"10.1136/rmdopen-2024-005002","title":"Synovitis scoring in hand osteoarthritis with ultrasonography: the performance of the Global OMERACT/EULAR Ultrasound Synovitis Score (GLOESS) is comparable to synovial thickening alone","year":2024,"lang":"en","type":"article","venue":"RMD Open","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arthritis Society; Dutch Arthritis Society","keywords":"Medicine; Synovitis; Ultrasonography; Osteoarthritis; Ultrasound; Radiology; Thickening; Internal medicine; Arthritis; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007196493,0.0003104473,0.0006206018,0.0001570866,0.0004881754,0.0007428161,0.0008365143,0.00008691,0.0002543676],"category_scores_gemma":[0.0001203263,0.0001884448,0.0001422855,0.001698439,0.0005588825,0.0006332393,0.0002870702,0.0005956889,0.00005550755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261053,"about_ca_system_score_gemma":0.0004399854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00407399,"about_ca_topic_score_gemma":0.003356956,"domain_scores_codex":[0.9973075,0.0001454273,0.000482155,0.0005422626,0.0008268462,0.0006957856],"domain_scores_gemma":[0.9985463,0.000300952,0.00008724712,0.0007055658,0.0001455695,0.0002143817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001551305,0.0002125439,0.9485496,0.0006310675,0.0004397338,0.0003499984,0.005043078,0.0002579663,0.01072,0.0009088558,0.001656345,0.0296795],"study_design_scores_gemma":[0.01355528,0.005437149,0.7745851,0.04736122,0.0001226614,0.004848747,0.004168427,0.0008068662,0.09124218,0.0005889951,0.05585859,0.001424847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982471,0.01075378,0.00003778814,0.002049381,0.0002546954,0.001910092,0.0001491104,0.0000431401,0.002331001],"genre_scores_gemma":[0.9952514,0.003435383,0.000293907,0.0004799889,0.00009083921,0.0001800243,0.00001853623,0.00004404387,0.0002059357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1739646,"threshold_uncertainty_score":0.7684554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743268516886752,"score_gpt":0.2855695769688273,"score_spread":0.2681368917999598,"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."}}