{"id":"W1514159994","doi":"10.32920/ryerson.14654016.v1","title":"A validated finite element study of blunt trauma to the human maxilla","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Dental Trauma and Treatments","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Maxilla; Finite element method; Cadaver; Strain gauge; Orthodontics; Anatomy; Structural engineering; Materials science; Geology; Mathematics; Medicine; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006413724,0.0003867976,0.0004145514,0.0005120663,0.000370335,0.0003912322,0.0008061873,0.001088313,0.002763981],"category_scores_gemma":[0.001235062,0.0004675853,0.0005824993,0.000381817,0.0007316055,0.0002095779,0.0005388814,0.0002117018,0.00071361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003658009,"about_ca_system_score_gemma":0.0007368831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002760609,"about_ca_topic_score_gemma":0.004010228,"domain_scores_codex":[0.9997461,0.00004909323,0.00002391449,0.0000407102,0.0001127364,0.00002732976],"domain_scores_gemma":[0.9996465,0.0001787676,0.00003417053,0.00008191824,0.00004054891,0.00001801443],"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":[0.0008859431,0.0007082727,0.03194493,0.000453218,0.0001122462,0.003096344,0.001486267,0.5311783,0.3578708,0.002922546,0.0004771367,0.06886397],"study_design_scores_gemma":[0.00008753027,0.002839607,0.06735061,0.0001649855,0.0001220827,0.006280702,0.001610853,0.8327574,0.07914097,0.001561116,0.007955299,0.0001289074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710462,0.0001899201,0.02626589,0.00003643691,0.00001733848,0.0001131095,0.0002690077,0.00004701349,0.00201501],"genre_scores_gemma":[0.974642,0.0002300712,0.02261188,0.00002424186,0.000005356278,0.00007927667,0.0003721973,0.00001499928,0.002020021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002763981,"threshold_uncertainty_score":0.009246469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839287826733189,"score_gpt":0.4820961328273185,"score_spread":0.2981673501539996,"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."}}