{"id":"W649267170","doi":"10.1299/jsmelem.2003.915","title":"513 Effect of Laval Nozzle in Precision Cutting of Thin Metal Plate by Pulsed YAG Laser","year":2003,"lang":"en","type":"article","venue":"Proceedings of International Conference on Leading Edge Manufacturing in 21st century LEM21","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Dross; Materials science; Mechanical engineering; Cylinder; Mechanics; Mach number; Flow (mathematics); Engineering; Metallurgy; 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":[0.0003707864,0.0002483629,0.0003046104,0.0002398204,0.0002364068,0.0004208072,0.0002871669,0.0004316842,0.00107894],"category_scores_gemma":[0.0006546436,0.000254914,0.0002638011,0.0001817268,0.0003772838,0.0003204779,0.0002772234,0.0002367366,0.0001544112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000199371,"about_ca_system_score_gemma":0.0001347122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004409842,"about_ca_topic_score_gemma":0.0004964047,"domain_scores_codex":[0.9996499,0.00005058862,0.00001833142,0.000055954,0.0001619586,0.00006328398],"domain_scores_gemma":[0.9993893,0.0002920575,0.0001386776,0.00004367024,0.0001017733,0.00003455543],"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":[0.0002782008,0.00002110724,0.0008988051,0.0001165871,0.000009078674,0.000183098,0.00007989473,0.0005638203,0.9927315,0.0001104125,0.00005309761,0.004954352],"study_design_scores_gemma":[0.00002553921,0.000902516,0.00515287,0.00001308202,0.00002809436,0.0002157825,0.0000566463,0.003029268,0.9896634,0.00004591406,0.0008486948,0.00001813888],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944226,0.001306087,0.002893261,0.00003649191,0.00001919762,0.00001116509,0.00002886288,0.0000943331,0.001188101],"genre_scores_gemma":[0.9966841,0.0002967107,0.002563176,0.00001515569,0.000005453671,0.000004707703,0.00001832563,0.0000151034,0.0003971431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00107894,"threshold_uncertainty_score":0.003609419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080973904932862,"score_gpt":0.2452380927822902,"score_spread":0.2344283537329616,"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."}}