{"id":"W1993787765","doi":"10.1117/12.809532","title":"Material micromachining using a pulsed fiber laser platform with fine temporal nanosecond pulse shaping capability","year":2009,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Materials science; Laser; Nanosecond; Surface micromachining; Optics; Fiber laser; Optoelectronics; Q-switching; Pulse duration; Pulse repetition frequency; Diode; Computer science; Telecommunications; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005824828,0.0005233458,0.000613727,0.0001385124,0.000124572,0.0002874293,0.0008560995,0.0002805201,0.00006336388],"category_scores_gemma":[0.0001566231,0.0004306897,0.0003658679,0.0003286994,0.0002029699,0.001104446,0.0001157464,0.0003742432,0.000001356782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003015661,"about_ca_system_score_gemma":0.00004301696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002424746,"about_ca_topic_score_gemma":6.150782e-7,"domain_scores_codex":[0.9974974,2.443969e-8,0.0008754202,0.0004602895,0.0005739134,0.0005928835],"domain_scores_gemma":[0.998568,0.00005677766,0.0003159641,0.00009719418,0.0008167841,0.0001452882],"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":[0.0002589911,0.00009600707,0.000189113,0.0008991725,0.000281384,4.951814e-7,0.000219709,0.00103728,0.9886792,0.007019138,0.0007846417,0.0005348934],"study_design_scores_gemma":[0.001183319,0.0004053134,0.000543543,0.0007423089,0.0001624848,0.00005402115,0.000208681,0.05167098,0.9421324,0.001510304,0.0007114992,0.0006751629],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968595,0.00004273837,0.00005660409,0.0003431421,0.000226555,0.0006254399,0.0001080272,0.0004721646,0.001265842],"genre_scores_gemma":[0.8703512,0.000008683218,0.1289613,0.00005716387,0.000388744,0.00006166469,0.00002398845,0.0001011995,0.00004605205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1289047,"threshold_uncertainty_score":0.9998145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486416943572117,"score_gpt":0.2298598018696449,"score_spread":0.2149956324339237,"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."}}