{"id":"W4220827475","doi":"10.1016/j.joca.2022.02.371","title":"SYNOVIAL EFFUSION AND HYPERPLASIA: DISTINCT CONSTRUCTS IN KNEE OSTEOARTHRITIS","year":2022,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Musculoskeletal synovial abnormalities and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Synovitis; Osteoarthritis; Medicine; Effusion; Hyperplasia; Stage (stratigraphy); Muscle hypertrophy; Pathology; Internal medicine; Arthritis; Surgery; Biology","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":[0.001259321,0.000650037,0.0006160549,0.002266932,0.0003948529,0.001481793,0.000397699,0.00071019,0.001437108],"category_scores_gemma":[0.003143915,0.0002977003,0.0003665235,0.001005746,0.001550138,0.001419565,0.001639975,0.0008417708,0.0002568406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003397324,"about_ca_system_score_gemma":0.000695702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005828888,"about_ca_topic_score_gemma":0.00117024,"domain_scores_codex":[0.9988737,0.0003281536,0.0001640739,0.00008076281,0.0004129915,0.00014043],"domain_scores_gemma":[0.9989277,0.0002548264,0.0003972597,0.00004682915,0.000150943,0.000222442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004991781,0.0007109317,0.3075884,0.003797808,0.0002748092,0.02324897,0.003726179,0.0006812552,0.1765942,0.02154231,0.001797398,0.455046],"study_design_scores_gemma":[0.00037921,0.002611919,0.8557599,0.001241775,0.000390392,0.09186088,0.008014287,0.00123336,0.01305312,0.009063519,0.01621445,0.0001771348],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8141298,0.1660323,0.004426406,0.002577761,0.0003682387,0.0001103173,0.0001614959,0.00007993017,0.0121137],"genre_scores_gemma":[0.98441,0.01160277,0.002064379,0.0004066079,0.0003335009,0.00002305866,0.00005664539,0.000007648134,0.001095406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002266932,"threshold_uncertainty_score":0.006660044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005550893433382525,"score_gpt":0.2133542477687609,"score_spread":0.2078033543353784,"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."}}