{"id":"W2010122850","doi":"10.4028/www.scientific.net/amr.565.231","title":"Preliminary Studies for Precision Polishing of Micro Structured Mold by Using Three-Dimensional Low Frequency Vibration Utilizing Piezoelectric Actuator Incorporated with Mechanical Amplitude Magnified Mechanism","year":2012,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"MD Precision (Canada)","funders":"","keywords":"Polishing; Materials science; Actuator; Vibration; Mold; Mechanical engineering; Acoustics; Piezoelectricity; Optics; Composite material; Engineering; Electrical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001280517,0.0003917475,0.0006479044,0.0003487205,0.0002644654,0.00008767536,0.0003819509,0.0002655798,0.00002151038],"category_scores_gemma":[0.0007171236,0.0003501852,0.00005161187,0.0005846584,0.0001164764,0.001510227,0.0002199108,0.0003661935,0.000001761787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004546729,"about_ca_system_score_gemma":0.00009750987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006966856,"about_ca_topic_score_gemma":0.00002100494,"domain_scores_codex":[0.9968624,0.0002037293,0.0007024626,0.000457389,0.0007274307,0.001046647],"domain_scores_gemma":[0.9977762,0.0006696082,0.0002248736,0.0004767246,0.0006794865,0.000173149],"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":[0.0006014882,0.0000546567,0.0000135593,0.0004050058,0.00007984084,0.000002028385,0.0001601947,0.002457438,0.9933013,0.001524499,0.00008549466,0.001314502],"study_design_scores_gemma":[0.0005992416,0.0004262809,0.00003607626,0.0003624426,0.00002735936,0.00001270782,0.0001011281,0.003074025,0.9619671,0.0330443,0.000008415669,0.0003409409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8499073,0.001150289,0.1464847,0.00002198647,0.0002925532,0.001563683,0.0002181784,0.0003556504,0.0000056832],"genre_scores_gemma":[0.6961636,0.00007012299,0.3033048,0.000009416843,0.00007352201,0.0001770133,0.00008497897,0.0001121072,0.000004429751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1568202,"threshold_uncertainty_score":0.999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06442764566617835,"score_gpt":0.3516011275427715,"score_spread":0.2871734818765931,"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."}}