{"id":"W2895819937","doi":"10.2351/1.5056140","title":"Glass processing using microsecond, nanosecond and femtosecond pulsed lasers","year":2004,"lang":"en","type":"article","venue":"","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fibics (Canada)","funders":"","keywords":"Microsecond; Nanosecond; Femtosecond; Materials science; Laser; Optics; Optoelectronics; X-ray laser; Diode; Groove (engineering); Materials processing; Laser beam machining; Laser power scaling; Laser beams; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001109439,0.0002476812,0.0002330693,0.0001149545,0.0001297287,0.0002986753,0.000145914,0.000138642,0.000141875],"category_scores_gemma":[0.000009767444,0.0002425618,0.00002975213,0.0001521562,0.00007006405,0.0005923571,0.00005504451,0.0001366597,0.00001442474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001256723,"about_ca_system_score_gemma":0.00005655572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005420962,"about_ca_topic_score_gemma":0.0000611889,"domain_scores_codex":[0.9990005,0.000008444603,0.0002712054,0.0002652612,0.00009622939,0.0003583562],"domain_scores_gemma":[0.9996309,0.000009288078,0.00004089393,0.0001723229,0.00003886296,0.0001077096],"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":[0.000008188264,0.00001526814,0.00009476317,0.0004440853,0.00001716028,0.00001443605,0.0002571306,0.00132298,0.9933332,0.00008867569,0.0001109517,0.004293174],"study_design_scores_gemma":[0.0007200174,0.00002607565,0.0001490616,0.0001313277,0.00001743984,0.00007668867,0.00008607029,0.003918589,0.9903455,0.003174527,0.000929339,0.0004253582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878119,0.000434425,0.006237405,0.00003896796,0.0001851827,0.0001683825,0.000009867023,0.001201887,0.003911988],"genre_scores_gemma":[0.9780475,0.00001214273,0.02153361,0.0001661119,0.00006521717,0.0000100728,0.000006266998,0.00007448441,0.00008453977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0152962,"threshold_uncertainty_score":0.9891384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009699464528730613,"score_gpt":0.215576785335208,"score_spread":0.2058773208064774,"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."}}