{"id":"W3198193820","doi":"10.1115/1.4052372","title":"Simplified Mechanical Tests Can Simulate Physiological Mechanics of a Fixation Construct for Periprosthetic Femoral Fractures","year":2021,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Cadaveric spasm; Fixation (population genetics); Femoral fracture; Femur; Structural engineering; Biomechanics; Orthodontics; Materials science; Fracture mechanics; Femur fracture; Biomedical engineering; Surgery; Medicine; Engineering; Arthroplasty","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002964768,0.0001947853,0.0006875118,0.0001286811,0.0000419409,0.00001738449,0.0000900221,0.0002017271,0.00006982883],"category_scores_gemma":[0.0009538076,0.0001312742,0.0003686429,0.0002147831,0.00002432592,0.00005976546,0.00005241338,0.0003278192,8.277078e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004986734,"about_ca_system_score_gemma":0.0001796344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001278641,"about_ca_topic_score_gemma":9.821988e-7,"domain_scores_codex":[0.9983994,0.00002762914,0.0007423793,0.0001948591,0.0003440037,0.0002917508],"domain_scores_gemma":[0.9986758,0.0002147662,0.0003283291,0.0001698275,0.0003717577,0.0002395463],"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":[0.0003407975,0.0002117505,0.00002163099,0.0002006076,0.0001585694,0.0001495977,0.00003679951,0.001631575,0.9822538,0.002789027,0.00007538906,0.01213042],"study_design_scores_gemma":[0.01182801,0.007497773,0.002349221,0.001233177,0.0007409688,0.007708721,0.0002926382,0.2549815,0.7029102,0.004427238,0.005285029,0.0007455013],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8823799,0.0002119129,0.1154878,0.0006942093,0.0008203016,0.0002955775,0.00006557767,0.00003661809,0.000008035674],"genre_scores_gemma":[0.9859375,0.00005015687,0.0134569,0.0002023096,0.0002938035,0.000003093447,0.0000166988,0.00002682796,0.00001265422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2793436,"threshold_uncertainty_score":0.5353208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080948051762314,"score_gpt":0.2816344817321307,"score_spread":0.2608250012145076,"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."}}