{"id":"W1982560023","doi":"10.1016/j.clinbiomech.2014.05.010","title":"Biomechanical assessment of composite versus metallic intramedullary nailing system in femoral shaft fractures: A finite element study","year":2014,"lang":"en","type":"article","venue":"Clinical Biomechanics","topic":"Bone fractures and treatments","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Intramedullary rod; Stress shielding; Biomechanics; Fracture (geology); Materials science; Stiffness; Nail (fastener); Femur; Implant; Orthodontics; Bone healing; Reduction (mathematics); Medicine; Surgery; Composite material; Anatomy; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002177848,0.0004118413,0.001480584,0.0003388434,0.00007647515,0.00003326342,0.000297358,0.0004070647,0.00007449865],"category_scores_gemma":[0.0003648524,0.0003233326,0.000437688,0.0006047238,0.00007191019,0.00006724591,0.0002663776,0.0007273026,0.00003377349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002560114,"about_ca_system_score_gemma":0.0001632014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021836,"about_ca_topic_score_gemma":0.00005631235,"domain_scores_codex":[0.9955916,0.0004842748,0.001877142,0.0007909417,0.0007390814,0.0005169288],"domain_scores_gemma":[0.9968738,0.001180317,0.0005234647,0.0008930848,0.0001465468,0.0003828006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02857821,0.1248741,0.3487372,0.004675752,0.01799162,0.003994835,0.001523635,0.0004468544,0.04256986,0.02788403,0.0006177376,0.3981062],"study_design_scores_gemma":[0.1469187,0.08294371,0.1344382,0.003213386,0.006776718,0.0001273682,0.004873669,0.5882999,0.01558302,0.001968002,0.0121075,0.002749798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898311,0.0001668879,0.006353742,0.0003304705,0.001446056,0.001553608,0.00003910188,0.0001113121,0.0001676854],"genre_scores_gemma":[0.9915158,0.00006059177,0.007635731,0.0003238782,0.0002146827,0.00005878416,0.0001165241,0.00005173083,0.00002231333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5878531,"threshold_uncertainty_score":0.9999219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05264798225987579,"score_gpt":0.4089947467393599,"score_spread":0.3563467644794842,"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."}}