{"id":"W2054943683","doi":"10.1155/2008/368985","title":"Biomimetic Composite-Metal Hip Resurfacing Implant","year":2008,"lang":"en","type":"article","venue":"Research Letters in Materials Science","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stress shielding; Hip resurfacing; Materials science; Cancellous bone; Implant; Composite number; Finite element method; Femoral head; Biomedical engineering; Composite material; Dentistry; Surgery; Medicine; Structural engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004084007,0.0001317662,0.0003027786,0.0007628672,0.0005587305,0.00009452718,0.0003029743,0.00004309914,0.0002040537],"category_scores_gemma":[0.0003426174,0.000101239,0.00003225165,0.001036058,0.002130703,0.0002500685,0.0002445038,0.0002714984,0.0002093376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000159065,"about_ca_system_score_gemma":0.0002918722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002603255,"about_ca_topic_score_gemma":0.000003022748,"domain_scores_codex":[0.9965421,0.0002183576,0.0003503899,0.0004857903,0.001391089,0.001012265],"domain_scores_gemma":[0.9990749,0.0001580289,0.00004574276,0.0003733631,0.000104124,0.0002438077],"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":[0.0001330586,0.00006025101,0.0105885,0.00003861641,0.000003620418,0.00155293,0.0002257327,0.00000404711,0.9857935,0.00005078981,0.0009817396,0.000567189],"study_design_scores_gemma":[0.001255839,0.0002391923,0.1794816,0.0002204576,0.000004313894,0.003297052,0.00007482785,0.00006618682,0.8139941,0.00002490151,0.001158634,0.0001830191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962618,0.00004614661,0.00002414244,0.002259754,0.0005231972,0.0003619234,0.00002104842,0.00003685405,0.0004650779],"genre_scores_gemma":[0.9978402,0.00007955139,0.001191129,0.0006078817,0.0001601819,0.00001188798,0.000007494441,0.00001300187,0.00008870692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1717995,"threshold_uncertainty_score":0.7850664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07181811053094009,"score_gpt":0.3601231116464674,"score_spread":0.2883050011155273,"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."}}