{"id":"W2081513440","doi":"10.1115/sbc2011-53530","title":"The Effect of Intramedullary Stem Curvature on the Torsional Stability of Cemented Joint Replacement Systems","year":2011,"lang":"en","type":"article","venue":"ASME 2011 Summer Bioengineering Conference, Parts A and B","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Intramedullary rod; Fixation (population genetics); Implant; Bone cement; Medicine; Surgery; Joint replacement; Complication; Cement; Arthroplasty; Materials science","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":[0.000632528,0.0001810036,0.0003295671,0.00004236568,0.00008450194,0.00001262712,0.00007431336,0.00006892037,0.0001623836],"category_scores_gemma":[0.00003709578,0.00008274514,0.00007149539,0.00005264402,0.0001968182,0.00002285977,0.00005022897,0.0001895087,0.000004457836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001153853,"about_ca_system_score_gemma":0.00004081169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006655536,"about_ca_topic_score_gemma":0.000004326806,"domain_scores_codex":[0.9988751,0.00008198591,0.0003631834,0.0001894977,0.0002697581,0.0002205222],"domain_scores_gemma":[0.9991542,0.000186108,0.0001352305,0.0003469925,0.0000858777,0.00009158909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006058687,0.0008811305,0.8664537,0.003670354,0.002406946,0.00005524963,0.003831549,0.00002284226,0.02794607,0.04866717,0.01091294,0.02909338],"study_design_scores_gemma":[0.00940946,0.02410981,0.5375677,0.004917522,0.001203099,0.0002660961,0.003763523,0.01302401,0.3155502,0.00005002788,0.08878325,0.001355323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970796,0.0006946179,0.00009743184,0.0001956562,0.0005153909,0.0005999787,0.00003902863,0.00002065105,0.0007576281],"genre_scores_gemma":[0.9996086,0.0001213553,0.00002209782,0.00002156843,0.00004649714,0.00002944706,0.000007980407,0.00001038337,0.0001320427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.328886,"threshold_uncertainty_score":0.3374249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546371121707772,"score_gpt":0.2318089129647583,"score_spread":0.1863452017476806,"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."}}