{"id":"W4394934966","doi":"10.1016/j.joca.2024.02.512","title":"CLINICAL PHENOTYPES DERIVED FROM KNEE OA DISEASE ACTIVITY, SEVERITY, AND SYNOVITIS","year":2024,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"","keywords":"Synovitis; Phenotype; Medicine; Disease; Clinical phenotype; Internal medicine; Physical medicine and rehabilitation; Physical therapy; Arthritis; Biology; Genetics; Gene","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":[0.0008987521,0.0004780769,0.0004922298,0.001045172,0.0002771106,0.0006726406,0.0002642913,0.00041014,0.003428822],"category_scores_gemma":[0.003853509,0.0001049387,0.0004730413,0.0008074397,0.0003712523,0.0002485192,0.0006396475,0.0005567778,0.0007439616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001630077,"about_ca_system_score_gemma":0.0002588333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008044599,"about_ca_topic_score_gemma":0.001205948,"domain_scores_codex":[0.9989184,0.0004134679,0.0001838705,0.000112484,0.0002465481,0.0001253256],"domain_scores_gemma":[0.9967732,0.0006723644,0.001448743,0.0001439301,0.000367409,0.0005943504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002021912,0.0003013922,0.9632514,0.0001730651,0.0002808218,0.0004697405,0.0002802685,0.0003322299,0.02034567,0.0002535639,0.0006712662,0.01161855],"study_design_scores_gemma":[0.00002663469,0.0004171923,0.9969726,0.0000172364,0.00004335483,0.001003235,0.0001274649,0.0001594166,0.0005856883,0.0001427787,0.0004947051,0.000009885099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906989,0.0005983407,0.001273799,0.00009700185,0.00002751538,0.0001072298,0.00201232,0.00002038965,0.005164495],"genre_scores_gemma":[0.9964592,0.000121791,0.0005957149,0.00005748809,0.00002234471,0.00006310569,0.001992856,0.000007125362,0.0006803755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003428822,"threshold_uncertainty_score":0.01147056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512201965431232,"score_gpt":0.2884280371299274,"score_spread":0.2733060174756151,"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."}}