{"id":"W3211876368","doi":"10.32920/ryerson.14657151.v1","title":"Design, analysis & testing of an enhanced radial-axial hybrid compliant deburring tool","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stiffness; Actuator; Finite element method; Mechanical engineering; Rotor (electric); Silicone rubber; Structural engineering; Action (physics); Computer science; Materials science; Control theory (sociology); Engineering; Physics; Composite material; Artificial intelligence","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":[0.0006609115,0.0002705057,0.000320749,0.0002711885,0.0001696581,0.0004336941,0.0007381893,0.0006270822,0.001339001],"category_scores_gemma":[0.0009471636,0.0002113386,0.0002531689,0.0001454,0.0003093152,0.0003956029,0.0003471002,0.0002515513,0.0004288864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000249864,"about_ca_system_score_gemma":0.0004672467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003310068,"about_ca_topic_score_gemma":0.0004119158,"domain_scores_codex":[0.9992649,0.00004788785,0.00003582368,0.00008630646,0.0004929843,0.00007212578],"domain_scores_gemma":[0.9991916,0.0001460208,0.0002211402,0.0001609622,0.000217504,0.00006274823],"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":[0.0001382224,0.00007891918,0.001300686,0.0002870382,0.00001707608,0.0003164565,0.0002067691,0.01735662,0.9482033,0.0007291995,0.0002524385,0.0311132],"study_design_scores_gemma":[0.00006026818,0.003254912,0.007451277,0.00004567182,0.00003739646,0.0005620926,0.0001186403,0.1211102,0.8562161,0.0001840222,0.01090857,0.00005085802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052676,0.0002744907,0.08908448,0.00007649435,0.00004008971,0.0001903595,0.0001549434,0.0005662802,0.004345238],"genre_scores_gemma":[0.9355599,0.0001417741,0.05985462,0.0000217771,0.000004464255,0.0000818916,0.0000834828,0.00004649266,0.004205615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001339001,"threshold_uncertainty_score":0.004479349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05199000152925561,"score_gpt":0.2525665230971382,"score_spread":0.2005765215678826,"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."}}