{"id":"W2969613597","doi":"10.1364/oe.27.025078","title":"Ultrafast laser burst-train filamentation for non-contact scribing of optical glasses","year":2019,"lang":"en","type":"article","venue":"Optics Express","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Filamentation; Materials science; Ultrashort pulse; Protein filament; Optics; Laser; Burst mode (computing); Optoelectronics; Composite material; Electronic engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001137836,0.0001376874,0.0002026075,0.0000534005,0.0000223317,0.00006883687,0.0001649624,0.00009064566,0.00003037432],"category_scores_gemma":[0.00003298122,0.0001395385,0.00004709599,0.0000551405,0.00002084868,0.0002405717,0.00002466269,0.00006704501,0.00001058166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003721079,"about_ca_system_score_gemma":0.00001393663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007161344,"about_ca_topic_score_gemma":0.000001224957,"domain_scores_codex":[0.9992709,0.000006624409,0.000238679,0.0001490267,0.0001259407,0.0002088019],"domain_scores_gemma":[0.9995379,0.00009975841,0.00004593653,0.0002032834,0.00007032663,0.00004272563],"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":[0.0000273755,0.00002594076,0.0001631803,0.0005203547,0.00002151117,8.142396e-7,0.0001685358,0.00251993,0.9954543,0.0006017333,0.0002707206,0.0002255786],"study_design_scores_gemma":[0.0003843667,0.0000901965,0.0002622012,0.0001918848,0.00001923712,0.00000131606,0.00009227327,0.01263545,0.9855736,0.0003310391,0.0002498839,0.0001685263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526899,0.00000715938,0.04347211,0.00001998036,0.0003746547,0.0003906109,0.00007122137,0.0002522842,0.002722069],"genre_scores_gemma":[0.948913,0.000006897669,0.05076044,0.00001477256,0.00007579773,0.00004765869,0.00004653094,0.00004744141,0.00008745373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01011552,"threshold_uncertainty_score":0.5690215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249400862971576,"score_gpt":0.2445831885796022,"score_spread":0.2320891799498864,"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."}}