{"id":"W2905456962","doi":"10.25959/23238251","title":"Subchondral bone abnormalities in knee osteoarthritis","year":2018,"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; Infrapatellar fat pad; Knee pain; WOMAC; Magnetic resonance imaging; Knee Joint; Population; Synovitis; Arthritis; Physical therapy; Radiology; Surgery; 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":[0.0007064067,0.0003953006,0.000724893,0.001128589,0.0003209807,0.0001447709,0.0001743565,0.0006918235,0.0002932802],"category_scores_gemma":[0.0001836879,0.0003936467,0.0002409145,0.000469772,0.0002273846,0.0002056222,0.00006320218,0.001307723,0.0004335279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004431207,"about_ca_system_score_gemma":0.0009057442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004328513,"about_ca_topic_score_gemma":0.002107337,"domain_scores_codex":[0.9956951,0.0003167424,0.000655369,0.0007372908,0.001576186,0.001019334],"domain_scores_gemma":[0.9980053,0.0001266666,0.0001249858,0.0007175166,0.0006694972,0.0003560307],"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":[0.0225067,0.00313519,0.02128949,0.006101779,0.0004487557,0.08154724,0.02393728,4.949694e-7,0.4538826,0.006081632,0.05738976,0.323679],"study_design_scores_gemma":[0.02208256,0.04607937,0.01391073,0.01257587,0.000386759,0.003494721,0.02256069,0.00001102495,0.700694,0.001526226,0.1747041,0.001973983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8107612,0.008999207,1.024624e-7,0.00004087842,0.001524997,0.001268407,0.00002450636,0.00009152541,0.1772892],"genre_scores_gemma":[0.6590471,0.0002456824,0.0002087803,0.00002557171,0.001311478,0.0005526866,0.001806627,0.0001189717,0.3366832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.321705,"threshold_uncertainty_score":0.9998515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800862563483153,"score_gpt":0.3378006229884495,"score_spread":0.309791997353618,"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."}}