{"id":"W4233909213","doi":"10.1007/978-3-642-20617-7_100499","title":"Ultrasonic-Assisted Turning","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Ultrasonic sensor; Materials science; Acoustics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003089972,0.0002228881,0.0002070538,0.00006096743,0.00003624796,0.00002674247,0.00009140321,0.0002055296,0.0007143536],"category_scores_gemma":[0.00001139602,0.0002155394,0.00005786828,0.00001348721,0.00001261723,0.00003926709,0.00001252678,0.0002602284,0.0001399577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003811479,"about_ca_system_score_gemma":0.000007928555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.984443e-7,"about_ca_topic_score_gemma":0.000005131797,"domain_scores_codex":[0.9994414,0.000001200459,0.0001717542,0.0001558289,0.00009543825,0.0001343859],"domain_scores_gemma":[0.9996714,0.00004032778,0.00004455826,0.0001626063,0.00003333515,0.00004779444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004235015,0.000002092081,0.000002352279,0.0003611949,0.0001018853,0.000005319206,0.00005611814,0.6118973,0.00009651894,0.2380629,0.004917441,0.1444927],"study_design_scores_gemma":[0.0001749799,0.00002229542,0.000007269307,0.0002307738,0.00004935326,0.00001459408,0.000002717078,0.06321442,0.0001178356,0.003406498,0.9321828,0.0005764872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001145269,0.0003732771,0.3619165,0.000006079659,0.0001816997,0.00003947612,0.000002411194,0.00054387,0.6369355],"genre_scores_gemma":[0.009854891,0.0007441751,0.02368096,0.00009026915,0.0002603505,0.000005180408,0.0001319252,0.0002002782,0.965032],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9272653,"threshold_uncertainty_score":0.8789443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009045011723283425,"score_gpt":0.2049480842573074,"score_spread":0.1959030725340239,"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."}}