{"id":"W4388763465","doi":"10.1302/1358-992x.2023.16.023","title":"A PRECISION HEALTH APPROACH FOR OSTEOARTHRITIS: PREDICTION OF RAPID KNEE OSTEOARTHRITIS PROGRESSION USING AUTOMATED MACHINE LEARNING","year":2023,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Osteoarthritis; Medicine; Disease; Clinical trial; Joint disease; Physical therapy; Physical medicine and rehabilitation; Alternative medicine; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001161824,0.0004168072,0.000849699,0.0006766913,0.0004613002,0.00005422391,0.0001106649,0.0002901428,0.00002859529],"category_scores_gemma":[0.0003518088,0.0003894201,0.0003399042,0.001204792,0.0001185177,0.0003841615,0.0001181043,0.0003560509,0.00001126466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529987,"about_ca_system_score_gemma":0.0002608484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001306084,"about_ca_topic_score_gemma":0.000002194922,"domain_scores_codex":[0.9966398,0.00004415853,0.0009222616,0.0007664653,0.0008140255,0.0008133164],"domain_scores_gemma":[0.998356,0.00006234464,0.0005626224,0.0001953096,0.0004455234,0.000378236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001654913,0.0004315239,0.02145723,0.001867294,0.00008210363,0.00002746194,0.001403649,0.00002448248,0.06945542,0.0001739329,0.0008160561,0.902606],"study_design_scores_gemma":[0.1307924,0.2490629,0.01244829,0.02449014,0.001689441,0.00411784,0.007822754,0.4664271,0.06795049,0.0006235047,0.03199074,0.002584365],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806008,0.006032726,0.001028998,0.0002651847,0.0005524695,0.006493825,0.0002972221,0.003519571,0.001209156],"genre_scores_gemma":[0.9697213,0.0004761588,0.02588306,0.00008239197,0.0004017185,0.0007817013,0.001839263,0.0001659517,0.0006485078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9000216,"threshold_uncertainty_score":0.9998558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679741713958862,"score_gpt":0.292307698182225,"score_spread":0.2655102810426364,"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."}}