{"id":"W2326797565","doi":"10.1016/j.joca.2016.01.788","title":"A clinically detected knee effusion predicts incident and progressive knee osteoarthritis–data from the osteoarthritis initiative","year":2016,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Osteoarthritis; Medicine; Cartilage; Effusion; Knee Joint; Synovial fluid; Joint effusion; Joint replacement; Knee replacement; Internal medicine; Surgery; Orthopedic surgery; Radiology; Arthroplasty; Pathology; Magnetic resonance imaging; Anatomy","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":[0.00159015,0.0004949081,0.0007925636,0.001343905,0.0003892978,0.001087481,0.0007993181,0.0007593481,0.001082288],"category_scores_gemma":[0.005365299,0.0003836932,0.001594355,0.001728659,0.0002832232,0.0008565794,0.001330583,0.001116162,0.0002741641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003042615,"about_ca_system_score_gemma":0.0004501982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007757233,"about_ca_topic_score_gemma":0.01333254,"domain_scores_codex":[0.9983376,0.0005426538,0.0003629011,0.0002535226,0.0003265213,0.0001767655],"domain_scores_gemma":[0.9954921,0.0005146966,0.00259877,0.0002849151,0.0005185526,0.0005908383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002732053,0.00004301352,0.9981915,0.00003129813,0.0003065721,0.00002266666,0.00002337741,0.00003658407,0.00007340973,0.00001576446,0.0002442097,0.0007384944],"study_design_scores_gemma":[0.00002360089,0.00005749234,0.9993536,0.000009513491,0.0001168266,0.00008506173,0.00005927413,0.00007947073,0.00002060969,0.00001923402,0.000170368,0.000004851705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916352,0.001318547,0.0001530314,0.0001505562,0.00003573118,0.00003203634,0.005379342,0.000009113151,0.001286545],"genre_scores_gemma":[0.9938107,0.0002756265,0.0001416707,0.00006367682,0.00003739991,0.0000216819,0.005449617,0.000003900626,0.0001957176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007757233,"threshold_uncertainty_score":0.01542419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974255152288782,"score_gpt":0.2645544093750739,"score_spread":0.244811857852186,"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."}}