{"id":"W4394934725","doi":"10.1016/j.joca.2024.02.117","title":"LONGITUDINAL CHANGES IN DEEP LEARNING- EXTRACTED KNEE EFFUSION-SYNOVITIS VOLUMES ARE PREDICTORS OF RADIOGRAPHIC CHANGE AND EVENTUAL ARTHROPLASTY","year":2024,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Radiography; Medicine; Synovitis; Effusion; Arthroplasty; Total knee arthroplasty; Radiology; Orthodontics; Surgery; Internal medicine; Arthritis","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":[0.0007833074,0.0003416276,0.0003653985,0.0006045737,0.000168452,0.0008967115,0.0003258161,0.0005299799,0.001660997],"category_scores_gemma":[0.003821785,0.0002186843,0.0004407676,0.0004416517,0.0002096057,0.0008716543,0.0005089738,0.0007452939,0.000660851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000213588,"about_ca_system_score_gemma":0.0002892053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002956969,"about_ca_topic_score_gemma":0.004872864,"domain_scores_codex":[0.9997236,0.00004021368,0.00004007642,0.00007905364,0.00005102271,0.00006607598],"domain_scores_gemma":[0.9981518,0.0004280471,0.0006708272,0.0001770518,0.0003450601,0.0002271405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006152504,0.0001198112,0.9797062,0.00002961622,0.0001739263,0.00008478018,0.00004286497,0.00124948,0.002349983,0.00003851526,0.0004873019,0.01510228],"study_design_scores_gemma":[0.000007759993,0.0002072214,0.9907562,0.00001642294,0.00007455382,0.0003443173,0.00007624514,0.006917173,0.0009853069,0.000182041,0.0004164946,0.00001631235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952943,0.0006371744,0.001472053,0.0001057454,0.00003285927,0.000006947182,0.001882663,0.00007446557,0.0004937809],"genre_scores_gemma":[0.9976978,0.0001060506,0.0004193631,0.00002105026,0.00001822936,0.000005337782,0.001381226,0.0000076478,0.0003433938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002956969,"threshold_uncertainty_score":0.005879462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104493063338575,"score_gpt":0.228639460030859,"score_spread":0.2175945293974732,"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."}}