{"id":"W4250049529","doi":"10.1007/978-3-642-27758-0_1643-2","title":"Ultrasonic Machining","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Ultrasonic machining; Ultrasonic sensor; Machining; Materials science; Acoustics; Engineering; Mechanical engineering; Physics","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":[0.0002300568,0.0009526087,0.0007074889,0.001272589,0.0006977807,0.001262485,0.001036036,0.0009581968,0.06306496],"category_scores_gemma":[0.0003786025,0.0005839869,0.000357312,0.001316369,0.0005905345,0.00122095,0.001239916,0.001458025,0.03974875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005958158,"about_ca_system_score_gemma":0.0005706294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006680383,"about_ca_topic_score_gemma":0.001914189,"domain_scores_codex":[0.9995527,0.00001858887,0.00001136343,0.00009055731,0.000297875,0.00002900603],"domain_scores_gemma":[0.9998589,0.00002656623,0.000007903271,0.00003076979,0.00006733443,0.000008558098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000047712,0.00004290006,0.000133602,0.0005531991,0.00001383104,0.00009416728,0.0002184583,0.001428789,0.06343902,0.04238671,0.09098332,0.8006583],"study_design_scores_gemma":[0.000006882124,0.0000560501,0.0004736474,0.0001175264,0.00001505097,0.0004695585,0.00007251077,0.002439602,0.03426097,0.006376887,0.9556876,0.00002390798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003948924,0.01204951,0.2231555,0.0005917875,0.001803287,0.0001337792,0.0003969843,0.00270279,0.7552174],"genre_scores_gemma":[0.0239417,0.006090018,0.04811423,0.0003523941,0.0002879148,0.00009491245,0.0006894552,0.0004930753,0.9199364],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06306496,"threshold_uncertainty_score":0.2109733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006888543681523356,"score_gpt":0.2021524382084801,"score_spread":0.1952638945269567,"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."}}