{"id":"W4324316209","doi":"10.1016/j.ocarto.2023.100356","title":"Cross-sectional reliability and concurrent validity of a quantitative 2-dimensional ultrasound image analysis of effusion and synovial hypertrophy in knee osteoarthritis","year":2023,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage Open","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; London Health Sciences Centre; Western University","funders":"Canadian Institutes of Health Research; Academic Medical Organization of Southwestern Ontario","keywords":"Medicine; Synovitis; Effusion; Osteoarthritis; Calipers; Reliability (semiconductor); Radiology; Ultrasound; Knee pain; Internal medicine; Surgery; Pathology; Arthritis; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007038909,0.0002618439,0.0009862022,0.0004097976,0.0001507138,0.00009998983,0.00008003397,0.0001579145,0.0001870057],"category_scores_gemma":[0.0002829437,0.0002509019,0.0001581222,0.0007888486,0.0005018518,0.0003391899,0.0003135054,0.000166159,0.000004395411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003200071,"about_ca_system_score_gemma":0.00008279355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002206453,"about_ca_topic_score_gemma":0.0009192812,"domain_scores_codex":[0.9977357,0.0001771663,0.0007084942,0.0006646961,0.0004027125,0.0003112188],"domain_scores_gemma":[0.9986224,0.0004534688,0.0002019851,0.0002755179,0.0002438647,0.0002027319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001515895,0.0003420874,0.5521827,0.0002242566,0.00009036049,0.0002992394,0.0008771885,0.00001409845,0.4104396,0.0007985039,0.00001892683,0.03319706],"study_design_scores_gemma":[0.02245882,0.01586878,0.9125953,0.0006810085,0.000813661,0.0003355957,0.0008017003,0.0002289607,0.04485239,0.0006277345,0.0002171386,0.000518918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961267,0.001299042,0.000003708771,0.00004880673,0.0001554465,0.001121456,0.0007448907,0.00002402244,0.0004759034],"genre_scores_gemma":[0.9984215,0.0003810711,0.0005184768,0.00002753197,0.00002344682,0.000090385,0.000343248,0.00002190035,0.000172375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3655872,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665291195067532,"score_gpt":0.3123963264412518,"score_spread":0.2857434144905765,"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."}}