{"id":"W2318820379","doi":"10.2493/jspe.70.433","title":"Effects of Laval Nozzle on Precision Micro Cutting of Thin Metal Plate by Pulsed YAG Laser","year":2004,"lang":"en","type":"article","venue":"Seimitsu kougakkaishi rombunshuu/Seimitsu kougakkaishi/Seimitsu Kougakkaishi rombunshuu","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Dross; Mechanical engineering; Mechanics; Materials science; Cylinder; Mach number; Flow (mathematics); Laser cutting; Machining; Laser; Engineering; Metallurgy; Optics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002440605,0.0002283751,0.0002303296,0.00018207,0.0001878594,0.0002834534,0.0002158414,0.000266145,0.0005262937],"category_scores_gemma":[0.0003737869,0.0001815032,0.0002339865,0.000126063,0.0003342754,0.0002994935,0.0002863942,0.0002172644,0.00007682529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906439,"about_ca_system_score_gemma":0.0001373368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004972817,"about_ca_topic_score_gemma":0.0004347712,"domain_scores_codex":[0.9997062,0.00003470558,0.00001443398,0.00004959212,0.0001525743,0.00004250911],"domain_scores_gemma":[0.9996722,0.0001371492,0.00009924412,0.00002069667,0.00005434428,0.00001634033],"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":[0.0001613518,0.00001603704,0.001047609,0.0001402284,0.00001141902,0.0002946429,0.00008405405,0.0008013922,0.9891567,0.0001740855,0.00006914229,0.008043224],"study_design_scores_gemma":[0.00002861464,0.0006111606,0.007676789,0.0000120271,0.00003652337,0.000305844,0.00006591867,0.006599657,0.9834771,0.00006405119,0.001099065,0.00002326882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917089,0.002120554,0.004878392,0.00003582833,0.00002328447,0.000009486882,0.00001920082,0.00007252245,0.001131885],"genre_scores_gemma":[0.9969816,0.0004910924,0.002173214,0.00001546503,0.000006754627,0.000005096992,0.000009993922,0.000009962794,0.0003068091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005262937,"threshold_uncertainty_score":0.001760602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00502649676955371,"score_gpt":0.2111031830754095,"score_spread":0.2060766863058558,"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."}}