{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001279521,0.0001617922,0.0003893209,0.0002022352,0.00004578267,0.00001867808,0.00004714275,0.0000947591,0.0001019187],"category_scores_gemma":[0.0000649635,0.0001350424,0.0001404791,0.0004100121,0.0002289839,0.0001061169,0.00007650345,0.0002104773,0.000005350332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003414277,"about_ca_system_score_gemma":0.0001096198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000353025,"about_ca_topic_score_gemma":0.002662544,"domain_scores_codex":[0.9985563,0.00008070137,0.0005630078,0.0002883053,0.0002658526,0.000245871],"domain_scores_gemma":[0.9993666,0.0000700105,0.00009545735,0.0002891713,0.00007116402,0.0001076197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002097261,0.0006265344,0.8778247,0.0005487914,0.00001088449,0.0002022613,0.001294427,0.00001566508,0.0115856,0.0005333651,0.001103243,0.1060448],"study_design_scores_gemma":[0.005648282,0.001384996,0.9685537,0.00650542,0.00008781418,0.00004481916,0.002577815,0.0000136144,0.008943127,0.000125755,0.005864533,0.0002501284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838801,0.01381458,0.000002490633,0.0002206941,0.0003233225,0.0005998722,0.0003989655,0.00001986713,0.0007401163],"genre_scores_gemma":[0.998978,0.000558536,0.00001825006,0.000028808,0.00005611389,0.00005036499,0.00004851412,0.00002307174,0.0002383703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1057946,"threshold_uncertainty_score":0.550687,"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."}}