{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001187818,0.0003074434,0.0004206897,0.00214566,0.0002493901,0.0007296782,0.0005525671,0.000526847,0.002267414],"category_scores_gemma":[0.002867794,0.0002649788,0.0003392189,0.002439873,0.0004782747,0.0003491083,0.0005083135,0.000397403,0.0004983807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004250148,"about_ca_system_score_gemma":0.0008653158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01012995,"about_ca_topic_score_gemma":0.01429682,"domain_scores_codex":[0.9993553,0.0002039528,0.0001154086,0.00007979666,0.000199628,0.00004591475],"domain_scores_gemma":[0.9988674,0.0002950716,0.0005037397,0.00004915666,0.0002119009,0.00007280086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005296513,0.0001430403,0.8514555,0.002194716,0.0001906868,0.002347434,0.001224499,0.0004041567,0.003393687,0.0008401686,0.002086885,0.1351896],"study_design_scores_gemma":[0.00001582585,0.0003285051,0.9891227,0.00055058,0.0001424495,0.003901762,0.0006637261,0.0001878004,0.0002093286,0.0003870574,0.004475953,0.0000142988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7302024,0.2553982,0.001292136,0.001615584,0.0002839958,0.0002285904,0.001355092,0.00002772186,0.009596186],"genre_scores_gemma":[0.9252483,0.06967795,0.001668678,0.0002658259,0.0003564899,0.0000931147,0.0007214593,0.000004588186,0.001963612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01012995,"threshold_uncertainty_score":0.02014202,"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."}}