{"id":"W2775769448","doi":"10.1016/j.joca.2017.12.002","title":"Electromechanical properties of human osteoarthritic and asymptomatic articular cartilage are sensitive and early detectors of degeneration","year":2017,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal; Michelin (Canada); Biomomentum (Canada)","funders":"Seventh Framework Programme; European Research Council; Natural Sciences and Engineering Research Council of Canada; National Research Council Canada; Academy of Finland; Canadian Arthritis Network; Arthritis Society","keywords":"Cartilage; Osteoarthritis; Materials science; Biomedical engineering; Subchondral bone; Ex vivo; Articular cartilage; Degeneration (medical); Tibia; Medicine; Anatomy; In vivo; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002199916,0.0002813611,0.0007499995,0.0001144845,0.0003965396,0.0001040698,0.00005748151,0.000166546,0.000008292827],"category_scores_gemma":[0.0001149711,0.000254959,0.0001003789,0.00005136231,0.0004729905,0.0002776116,0.0001104128,0.0001285383,0.000001481308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000166394,"about_ca_system_score_gemma":0.0000384219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002242034,"about_ca_topic_score_gemma":0.0004223738,"domain_scores_codex":[0.9983866,0.00008574453,0.0004820899,0.0004200164,0.0002901771,0.0003353831],"domain_scores_gemma":[0.9988092,0.00003152239,0.0003254149,0.0004317031,0.0001710191,0.0002312037],"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":[0.0001255758,0.00005593826,0.005854107,0.0002718048,0.000009687305,0.0001069062,0.0005846643,4.138886e-8,0.9813024,0.000692018,0.000001568531,0.01099524],"study_design_scores_gemma":[0.004391615,0.005664755,0.005693038,0.001348994,0.0002499797,0.0002676784,0.0006394595,0.000004883771,0.9812634,0.0002433255,0.00001042705,0.0002224719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941307,0.004681612,0.000006892412,0.0001204437,0.00004835271,0.000721793,0.0000261903,0.0000335382,0.0002305221],"genre_scores_gemma":[0.9992709,0.000284018,0.0001606212,0.00003067295,0.00005778644,0.00004811446,0.000007206823,0.00003608083,0.0001046459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01077277,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331269057249703,"score_gpt":0.230607279618343,"score_spread":0.2172945890458459,"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."}}