{"id":"W3164031468","doi":"10.1115/1.4051286","title":"Transmissibility Enhanced Inverse Chatter Stability Solution","year":2021,"lang":"en","type":"article","venue":"Journal of Manufacturing Science and Engineering","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transmissibility (structural dynamics); Modal; Vibration; Control theory (sociology); Stability (learning theory); Natural frequency; Inverse; Modal testing; Modal analysis; Engineering; Mathematics; Computer science; Vibration isolation; Acoustics; Physics; Materials science; Geometry; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000445086,0.00009304498,0.0001340298,0.00009403202,0.00007325973,0.00005890779,0.00009608693,0.0000312888,0.0000160261],"category_scores_gemma":[0.0001097328,0.00008616887,0.00003117949,0.0001682563,0.00004843444,0.0007185274,0.00001976279,0.0001815124,4.840838e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101143,"about_ca_system_score_gemma":0.00004902305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.768234e-7,"about_ca_topic_score_gemma":0.000001606659,"domain_scores_codex":[0.9992176,0.000004453301,0.0002268447,0.0001209327,0.0002389232,0.000191205],"domain_scores_gemma":[0.9995896,0.00002582005,0.0000399844,0.00009692905,0.0001410262,0.000106689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000590774,0.00001119282,0.00006006043,0.0002356589,0.000009644412,0.000008249802,0.0006622308,0.7623739,0.2201208,0.000008317365,0.000009846088,0.01649422],"study_design_scores_gemma":[0.0001887556,0.00001861797,0.004426812,0.00006867763,0.000009622405,0.00004458546,0.00008706445,0.1067038,0.8879747,0.00007422813,0.0002866868,0.0001163848],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7197155,0.0002060461,0.2795969,0.00004630594,0.0002748018,0.00001981715,4.673231e-7,0.00003562175,0.000104472],"genre_scores_gemma":[0.9846933,0.0002164856,0.01499999,0.00002038029,0.00005623464,6.259054e-7,2.940062e-7,0.00000862357,0.000004072758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.667854,"threshold_uncertainty_score":0.3513865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00946559194133301,"score_gpt":0.2121265837742398,"score_spread":0.2026609918329068,"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."}}