{"id":"W422333170","doi":"10.1299/jsmelem.2005.1.273","title":"Precision Cutting of Thin Plate of Copper by Single Mode Fiber Laser with Newly Designed Nozzle(Laser processing)","year":2005,"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":"Materials science; Dross; Nozzle; Laser cutting; Laser; Copper; Fiber laser; Composite material; Fiber; Metallurgy; Optics; Mechanical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003067986,0.0003784887,0.0005014522,0.0004276514,0.00004282449,0.0001183607,0.0006121852,0.0001997237,0.0001190474],"category_scores_gemma":[0.00007781697,0.0003440619,0.00006596223,0.0001615327,0.0001255683,0.0008662694,0.0001012348,0.000354776,0.000008407607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002433794,"about_ca_system_score_gemma":0.00004393987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002758943,"about_ca_topic_score_gemma":0.000006302522,"domain_scores_codex":[0.9977918,0.00001033338,0.0008181265,0.0004126562,0.0006028488,0.0003641942],"domain_scores_gemma":[0.9988129,0.00006583556,0.0004802512,0.0001291147,0.0004350743,0.00007687195],"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":[0.001328615,0.0007816689,0.00119618,0.002263052,0.0001598956,0.00000368802,0.002842106,0.02462123,0.9158599,0.0008652703,0.002409004,0.04766944],"study_design_scores_gemma":[0.0007158649,0.0002326418,0.0001096385,0.002536177,0.00001831038,0.000006367583,0.0002018457,0.009074057,0.9855481,0.0002846227,0.0009370859,0.0003353296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703062,0.00007077162,0.0004081112,0.0001378184,0.0001773991,0.0003061653,0.00004704768,0.0002422816,0.02830419],"genre_scores_gemma":[0.982068,0.00008558778,0.01734535,0.00002529515,0.0000854415,0.0000269764,0.00002362056,0.00007550095,0.0002641973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06968821,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564295092183203,"score_gpt":0.2453355512345563,"score_spread":0.2296926003127243,"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."}}