{"id":"W2023770260","doi":"10.1016/j.jmbbm.2014.09.019","title":"Investigating stress shielding spanned by biomimetic polymer-composite vs. metallic hip stem: A computational study using mechano-biochemical model","year":2014,"lang":"en","type":"article","venue":"Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stress shielding; Periprosthetic; Materials science; Bone remodeling; Implant; Biomedical engineering; Composite number; Arthroplasty; Composite material; Medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001542627,0.0003479613,0.000449169,0.000465102,0.0004234357,0.0007241046,0.000619885,0.001292272,0.002749988],"category_scores_gemma":[0.0005941865,0.00037181,0.0005548598,0.0004338986,0.0005792654,0.0004768862,0.0003039249,0.0003256441,0.0001785426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003507187,"about_ca_system_score_gemma":0.0006296388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004279803,"about_ca_topic_score_gemma":0.003862486,"domain_scores_codex":[0.9999446,0.000006616641,0.000003048982,0.00001272548,0.0000150251,0.00001794093],"domain_scores_gemma":[0.9997002,0.0001626913,0.00004860917,0.00001854614,0.00003821911,0.00003178466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002527377,0.0002006278,0.003151501,0.0001434291,0.00004409655,0.0005806423,0.00006789633,0.959653,0.03098498,0.001900432,0.0002627149,0.002757867],"study_design_scores_gemma":[0.00002488263,0.0001132077,0.002027222,0.000007412216,0.0000254762,0.00005994795,0.00006613017,0.9936826,0.003526147,0.0003211414,0.000133926,0.00001194889],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990734,0.0001730435,0.003730391,0.000116735,0.00002051952,0.00001253867,0.000173979,0.00004712989,0.0049916],"genre_scores_gemma":[0.9981626,0.00007649959,0.0009376041,0.00002120376,0.000004766218,0.000008621598,0.0000593297,0.00001076526,0.0007187235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004279803,"threshold_uncertainty_score":0.009199619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02857936840068455,"score_gpt":0.2889726547195696,"score_spread":0.2603932863188851,"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."}}