{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002907319,0.0005041372,0.0008416092,0.00234466,0.0003247373,0.001015631,0.0004087313,0.0005090412,0.001570694],"category_scores_gemma":[0.006542277,0.0001530274,0.0008540286,0.001773971,0.0004104769,0.0005692062,0.0007715711,0.0006473023,0.0003271755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004839771,"about_ca_system_score_gemma":0.0004269158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008784939,"about_ca_topic_score_gemma":0.001524824,"domain_scores_codex":[0.9978635,0.0005921325,0.0003457277,0.0002720325,0.0007710453,0.0001556098],"domain_scores_gemma":[0.9934664,0.001584391,0.002556156,0.0002716696,0.001582582,0.0005386714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007738748,0.0002977366,0.9644153,0.0001701577,0.0001946348,0.0002113463,0.0004860433,0.0003247513,0.001885882,0.00009375966,0.0003593215,0.03078717],"study_design_scores_gemma":[0.00002688358,0.001828908,0.9937907,0.00005162034,0.0001285222,0.0005640396,0.0004972086,0.001418942,0.0007928204,0.0001360231,0.0007315382,0.00003277123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907537,0.001622917,0.003364497,0.0001461114,0.00002872986,0.0003084359,0.001687378,0.00006117025,0.002027038],"genre_scores_gemma":[0.9940132,0.0004759887,0.003797226,0.00006214007,0.00003560038,0.0003188787,0.0008916667,0.00001088722,0.0003945159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002907319,"threshold_uncertainty_score":0.01537555,"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."}}