{"id":"W4415571050","doi":"10.1302/1358-992x.2025.11.023","title":"EVALUATION OF 3D ULTRASOUND AS A TOOL TO EXAMINE SYNOVITIS VOLUME AND MORPHOLOGY IN RELATION TO PATIENT-REPORTED OUTCOMES","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Musculoskeletal synovial abnormalities and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Osteoarthritis; Synovitis; Ultrasound; Rheumatology; 3D ultrasound; Radiography; Grading (engineering); Arthropathy","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":[],"consensus_categories":[],"category_scores_codex":[0.0007468699,0.0001705118,0.000384503,0.0004130849,0.00004446064,0.00001477053,0.00004130444,0.0001090577,0.0001692493],"category_scores_gemma":[0.002389643,0.0001511619,0.00005704675,0.0006257958,0.00004122748,0.0001384457,0.00006516164,0.0001021256,0.0000149154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002057075,"about_ca_system_score_gemma":0.0001386224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006829727,"about_ca_topic_score_gemma":0.00004193573,"domain_scores_codex":[0.998231,0.00001999382,0.0005534833,0.0003608745,0.0005971964,0.000237471],"domain_scores_gemma":[0.9990776,0.00004999749,0.000135465,0.0001227483,0.0004961919,0.0001180307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001706325,0.0001757142,0.9273381,0.0001295381,0.0001308991,0.00001501462,0.000734374,0.000003945892,0.004875225,0.0003688152,0.000340229,0.06571754],"study_design_scores_gemma":[0.002571371,0.0007879714,0.9937644,0.0002832422,0.0003835556,0.0000783681,0.00028173,0.00007508611,0.000528724,0.0003548416,0.0007656979,0.0001249889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894248,0.0001050493,0.00002830691,0.001088866,0.0001274896,0.001468286,0.000007056949,0.00003322525,0.007716961],"genre_scores_gemma":[0.9970248,0.0000131815,0.0006569783,0.0007210259,0.00002146768,0.0002194156,0.00002658902,0.00001351873,0.001303017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06642635,"threshold_uncertainty_score":0.6164204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482963702074699,"score_gpt":0.2889039791955138,"score_spread":0.2740743421747668,"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."}}