{"id":"W2765563169","doi":"10.1016/j.jmbbm.2017.10.019","title":"Development and in vitro validation of a simplified numerical model for the design of a biomimetic femoral stem","year":2017,"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":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"In vitro; Model validation; Engineering; Biomedical engineering; Computer science; Chemistry; Data science; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000551779,0.0005814246,0.0006210098,0.0003687089,0.000322733,0.000706683,0.001450817,0.001373002,0.001770827],"category_scores_gemma":[0.001497617,0.0003947887,0.0005275858,0.0002636435,0.0004472767,0.0003481534,0.000428443,0.0003666104,0.0005510471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005542268,"about_ca_system_score_gemma":0.001219537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004379857,"about_ca_topic_score_gemma":0.003881315,"domain_scores_codex":[0.9996632,0.00005719172,0.0000285929,0.00003594712,0.0001884094,0.00002660309],"domain_scores_gemma":[0.9992892,0.0002402568,0.0001001002,0.0001496388,0.0001914903,0.00002942312],"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":[0.00004975229,0.0001058667,0.000932736,0.0001716874,0.00002016265,0.000110201,0.0001057557,0.90685,0.07933711,0.001304579,0.000291784,0.01072048],"study_design_scores_gemma":[0.00002040667,0.00009898053,0.0005855604,0.00001133439,0.00001688095,0.0000506921,0.00001835155,0.980295,0.01700535,0.0001929326,0.001690834,0.00001372901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3224195,0.0004045258,0.665327,0.0002455359,0.0001441672,0.0005099489,0.0009985653,0.001117061,0.00883366],"genre_scores_gemma":[0.8344045,0.0002986356,0.1614912,0.0000527362,0.00001353023,0.0003640342,0.000544252,0.0001061711,0.002724851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004379857,"threshold_uncertainty_score":0.008708775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06414027196721397,"score_gpt":0.3134967114211948,"score_spread":0.2493564394539809,"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."}}