{"id":"W2022630277","doi":"10.1080/10255840290008088","title":"Alterations in Mechanical Behaviour of Articular Cartilage due to Changes in Depth Varying Material Properties--a Nonhomogeneous Poroelastic Model Study","year":2002,"lang":"en","type":"article","venue":"Computer Methods in Biomechanics & Biomedical Engineering","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Arthritis Society","keywords":"Poromechanics; Cartilage; Materials science; Articular cartilage; Stiffness; Material properties; Strain (injury); Proteoglycan; Compression (physics); Biomedical engineering; Anatomy; Osteoarthritis; Composite material; Pathology; Medicine; Porosity; Porous medium","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":[0.0009085188,0.0003611546,0.0008790035,0.001264522,0.00002798248,0.00002867054,0.0002134196,0.00023877,0.00004294502],"category_scores_gemma":[0.0001136176,0.0003385852,0.0000882145,0.001124584,0.00002217422,0.00007436062,0.0002524116,0.0003040529,0.000005214079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000248105,"about_ca_system_score_gemma":0.0000417697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003863146,"about_ca_topic_score_gemma":0.00008736116,"domain_scores_codex":[0.9972819,0.0001779882,0.0008771656,0.0006062578,0.0004275373,0.0006291507],"domain_scores_gemma":[0.9990721,0.00008926885,0.00007244641,0.000398887,0.0000501924,0.0003170941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009380977,0.001734022,0.00004432578,0.0001199777,0.00002489273,0.001138582,0.001572625,0.003096966,0.9542801,0.0000983308,0.000002061738,0.03779434],"study_design_scores_gemma":[0.002727965,0.002211883,0.00005455307,0.0005491442,0.00006422499,0.0001411616,0.00006369272,0.7567324,0.2371062,0.00006114391,0.00001055881,0.0002770319],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6332536,0.00009524747,0.3647174,0.0001167053,0.0006230004,0.001110901,0.00001139572,0.00006758492,0.000004181327],"genre_scores_gemma":[0.7647361,0.000009020743,0.2348027,0.00006365602,0.0001064701,0.0002105669,0.00001499221,0.00004794426,0.0000084924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7536355,"threshold_uncertainty_score":0.9999066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03915326380831022,"score_gpt":0.298865829802487,"score_spread":0.2597125659941767,"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."}}