{"id":"W3043215792","doi":"10.1136/annrheumdis-2020-eular.1447","title":"FRI0416 COMBINATION OF SERUM ADIPOKINES/RELATED INFLAMMATORY FACTORS AND RATIOS AS PREDICTORS OF INFRAPATELLAR FAT PAD VOLUME IN KNEE OSTEOARTHRITIS PATIENTS: USAGE OF A COMPREHENSIVE MACHINE LEARNING APPROACH","year":2020,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"PerkinElmer Biosignal; Université de Montréal; Université Laval","funders":"Canada First Research Excellence Fund; Université Laval","keywords":"Medicine; Infrapatellar fat pad; Adipokine; Osteoarthritis; Internal medicine; Body mass index; Biomarker; Concordance; Physical therapy; Leptin; Obesity; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001172988,0.0009258708,0.001290304,0.001285923,0.0003087264,0.001014561,0.0005558035,0.0005418987,0.002500517],"category_scores_gemma":[0.001838427,0.0001746311,0.001667215,0.001074797,0.0001564822,0.0005854852,0.0005027782,0.0007160918,0.000538269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002155401,"about_ca_system_score_gemma":0.0004636516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001703143,"about_ca_topic_score_gemma":0.002185603,"domain_scores_codex":[0.9994302,0.0001715789,0.00007462605,0.0001536517,0.0001014834,0.00006836704],"domain_scores_gemma":[0.9991261,0.000323116,0.0002129642,0.00008181814,0.0001405003,0.000115488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003332583,0.0003656697,0.935228,0.0001265274,0.001647249,0.0001565625,0.00005508511,0.002729866,0.003907261,0.0001292428,0.0007634301,0.05155849],"study_design_scores_gemma":[0.0001796098,0.001876481,0.9269679,0.00006591667,0.00187608,0.000977166,0.000252215,0.06258849,0.002435972,0.000654197,0.002040699,0.00008542005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988927,0.002514723,0.00466946,0.0002139531,0.00009378002,0.00005236282,0.00184939,0.000175258,0.001504167],"genre_scores_gemma":[0.9942515,0.0002992134,0.003397235,0.00004284532,0.00006454162,0.00003484344,0.001233268,0.00001322979,0.0006633024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002500517,"threshold_uncertainty_score":0.008365035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651030317814366,"score_gpt":0.2268774567161586,"score_spread":0.2103671535380149,"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."}}