{"id":"W2954690197","doi":"","title":"Finite Element Analysis of a Fracture Fixation Plate: A Parametric Study","year":2008,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Finite element method; Fracture (geology); Parametric statistics; Structural engineering; Geology; Mathematics; Engineering; Geotechnical engineering; Statistics","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":[0.0001676862,0.0001361318,0.0004269128,0.000665608,0.0001018873,0.00001031761,0.00005326076,0.00006375055,0.0002529093],"category_scores_gemma":[0.0002300826,0.0001023223,0.0001369644,0.001760844,0.00005303706,0.0001004788,0.00002863199,0.0001441943,0.00001185674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002651527,"about_ca_system_score_gemma":0.00003862842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000372273,"about_ca_topic_score_gemma":0.000004490882,"domain_scores_codex":[0.9987888,0.000004625949,0.0003504489,0.0002454072,0.0004197606,0.0001910128],"domain_scores_gemma":[0.9993361,0.00005246153,0.0002009371,0.0001019898,0.0002134565,0.00009504525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001443,0.0006692663,0.9922378,0.00004575283,0.0008777959,0.00003239805,0.002466008,0.00008383382,0.0001435789,0.00001761384,0.001490614,0.001791024],"study_design_scores_gemma":[0.001513452,0.0009955731,0.9847236,0.0000295105,0.001549152,0.00004208925,0.001333079,0.004553149,0.0004987772,0.000004420058,0.004635985,0.0001211829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998098,0.00008322064,0.0001608993,0.0001106389,0.00004196453,0.0004260836,0.00001048007,0.0000444614,0.001024261],"genre_scores_gemma":[0.998897,0.00007513322,0.0002849863,0.0002296467,0.00007466148,0.00002020816,0.00002775157,0.00001159257,0.0003789753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007514184,"threshold_uncertainty_score":0.4172581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02376353284128808,"score_gpt":0.2790654932965906,"score_spread":0.2553019604553026,"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."}}