{"id":"W2045634514","doi":"10.1115/1.4028749","title":"Mechanics and Dynamics of Multifunctional Tools","year":2014,"lang":"en","type":"article","venue":"Journal of Manufacturing Science and Engineering","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chamfer (geometry); Drilling; Oblique case; Vibration; Enhanced Data Rates for GSM Evolution; Stability (learning theory); Structural engineering; Dynamics (music); Mechanics; Mechanical engineering; Engineering; Computer science; Geometry; Physics; Acoustics; Mathematics","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":[0.0003461531,0.000065338,0.0001082713,0.000144044,0.00003963465,0.00003602481,0.00007426272,0.00002233041,0.000001289323],"category_scores_gemma":[0.0001585684,0.0000577565,0.0000130138,0.00007717897,0.00002080037,0.000440923,0.00002099962,0.0001013251,7.380287e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003254805,"about_ca_system_score_gemma":0.000009168276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.186409e-7,"about_ca_topic_score_gemma":4.246789e-7,"domain_scores_codex":[0.9994991,0.000001491002,0.0001657539,0.00005739857,0.0001740166,0.0001022522],"domain_scores_gemma":[0.9997161,0.00004820434,0.00006931557,0.00004229616,0.0000656617,0.00005842494],"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":[0.000002334743,0.000001944297,0.00003303148,0.00008715737,0.00000486008,3.89927e-7,0.00006379493,0.9713389,0.002233173,0.0009909674,0.000001723483,0.02524177],"study_design_scores_gemma":[0.0001440791,0.00004081834,0.002710901,0.00006375161,0.000007678665,0.00004621783,0.0000367399,0.9810729,0.01526901,0.000335818,0.0001994054,0.00007267803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4445794,0.000103457,0.5550122,0.00001540587,0.0002066063,0.00001387972,6.066398e-7,0.00001619798,0.00005223823],"genre_scores_gemma":[0.9761077,0.0001607536,0.02367656,0.000005605718,0.00003938551,2.559915e-7,2.322093e-7,0.000007396718,0.000002150796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5315283,"threshold_uncertainty_score":0.2355242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005679921692689143,"score_gpt":0.1937835901644877,"score_spread":0.1881036684717986,"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."}}