{"id":"W327481854","doi":"10.25959/23237180","title":"Biomarkers in Osteoarthritis","year":2013,"lang":"en","type":"dissertation","venue":"UTAS Research Repository","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Osteoarthritis; WOMAC; Magnetic resonance imaging; Population; Body mass index; Anthropometry; Knee pain; Cartilage; Internal medicine; Rheumatology; Physical therapy; Pathology; Radiology","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":[0.0004757355,0.0003084431,0.0005369411,0.001073829,0.0001892279,0.0001160348,0.0001771177,0.0006204357,0.0003189927],"category_scores_gemma":[0.0001584576,0.000296656,0.0001892266,0.0004940706,0.0001044043,0.0001347542,0.00004047813,0.001092731,0.0006915538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004133565,"about_ca_system_score_gemma":0.0006691177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006920381,"about_ca_topic_score_gemma":0.0005282822,"domain_scores_codex":[0.9965767,0.0002725074,0.0004857071,0.0006656426,0.001228867,0.0007705777],"domain_scores_gemma":[0.9983851,0.0001299638,0.00009012069,0.0006068423,0.0004463993,0.0003416066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002517356,0.0009508118,0.003393159,0.001380731,0.0003792867,0.01269908,0.001836559,1.715435e-7,0.5363756,0.0008961812,0.01863072,0.4209404],"study_design_scores_gemma":[0.01857398,0.01686863,0.02678338,0.01202922,0.000314125,0.001249163,0.01093921,0.00003471136,0.8444819,0.001143216,0.06599963,0.001582847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7726822,0.009189559,1.11162e-7,0.0000569284,0.0009300938,0.001824307,0.000008410965,0.0000695444,0.2152388],"genre_scores_gemma":[0.7587993,0.0005231201,0.0002257025,0.00002451634,0.0004942557,0.001071472,0.001681519,0.0001298105,0.2370503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4193575,"threshold_uncertainty_score":0.9999486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962777440683616,"score_gpt":0.3466674416748073,"score_spread":0.3170396672679712,"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."}}