{"id":"W4402883839","doi":"10.1016/j.precisioneng.2024.09.021","title":"Ultrasonic vibration-assisted grinding of quartz glass micro-hole","year":2024,"lang":"en","type":"article","venue":"Precision Engineering","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"MD Precision (Canada)","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Grinding; Quartz; Ultrasonic sensor; Materials science; Vibration; Composite material; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002955823,0.0002985476,0.0003099396,0.0003282931,0.0002709717,0.0002475447,0.0004310803,0.000412234,0.001810418],"category_scores_gemma":[0.0003620553,0.0003707775,0.0003118663,0.0003006903,0.0003713676,0.0003548372,0.0002665358,0.0004838807,0.0002968529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003746411,"about_ca_system_score_gemma":0.0004514909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254035,"about_ca_topic_score_gemma":0.00477549,"domain_scores_codex":[0.999769,0.000009439968,0.00001356769,0.00007473347,0.00009484796,0.0000383398],"domain_scores_gemma":[0.9997857,0.00006259183,0.00004534866,0.00005117783,0.00003854539,0.00001672017],"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":[0.00004051733,0.000007852905,0.0001864771,0.00004490295,0.000002392832,0.00004498884,0.00007939538,0.0001949262,0.9946473,0.0002256763,0.0000841813,0.004441392],"study_design_scores_gemma":[0.00001402464,0.0001229708,0.005029961,0.000003914699,0.000005792716,0.00008813581,0.00003778197,0.002316733,0.9905514,0.00008421062,0.001735331,0.000009732184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607363,0.0009416225,0.03403359,0.0001306218,0.0001416492,0.00007154498,0.0002873384,0.00046206,0.003195201],"genre_scores_gemma":[0.9382206,0.0003120977,0.05680324,0.00003733076,0.00002020031,0.00003078964,0.0001965073,0.00006724806,0.004311903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001810418,"threshold_uncertainty_score":0.006056488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009807296719848443,"score_gpt":0.241044948938447,"score_spread":0.2312376522185985,"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."}}