{"id":"W4394928732","doi":"10.1016/j.joca.2024.02.540","title":"BONE MARROW LESIONS IN SPECIFIC SMALL LOCATIONS OF THE KNEE ARE STRONG PREDICTORS OF EVENTUAL ARTHROPLASTY IN OSTEOARTHRITIS PATIENTS","year":2024,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Bone and Joint Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Osteoarthritis; Medicine; Arthroplasty; Bone marrow; Total knee arthroplasty; Surgery; Pathology","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":[0.0003196793,0.0003840903,0.000387485,0.0009483104,0.0004254595,0.0006982593,0.0002914687,0.0005614356,0.004048273],"category_scores_gemma":[0.003031312,0.0003302525,0.0003445364,0.0006876863,0.0003964864,0.0004794603,0.0003845867,0.000519285,0.0005037232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016739,"about_ca_system_score_gemma":0.0002935091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067349,"about_ca_topic_score_gemma":0.002535182,"domain_scores_codex":[0.9997421,0.00007228171,0.00003720531,0.00003141804,0.00006087021,0.00005612554],"domain_scores_gemma":[0.9982968,0.0004012324,0.0008076449,0.0000597214,0.0001340031,0.0003006226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000190268,0.00002249495,0.9968393,0.00001270867,0.00002429391,0.000370365,0.0000286897,0.00003346641,0.001081928,0.00001409611,0.00004688082,0.001335517],"study_design_scores_gemma":[0.000004907337,0.0001203833,0.9976227,0.000006873649,0.00004074777,0.001539966,0.0001969848,0.0001128817,0.0002072495,0.00004962478,0.00009379217,0.000003813181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978643,0.0007200869,0.0001428895,0.0000768101,0.00001119671,0.000007014255,0.00008448265,0.000005218461,0.001088073],"genre_scores_gemma":[0.9996023,0.0001090973,0.00005830816,0.00001565047,0.00002257458,0.000002076112,0.00005514181,0.000001435042,0.000133631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004048273,"threshold_uncertainty_score":0.01354289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073981621051514,"score_gpt":0.2146645214453739,"score_spread":0.2039247052348587,"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."}}