{"id":"W1844494164","doi":"10.1016/j.ijleo.2015.08.107","title":"Formation mechanism of self-organized nano-ripples on quartz surface using femtosecond laser pulses","year":2015,"lang":"en","type":"article","venue":"Optik","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Laser; Materials science; Femtosecond; Irradiation; Optics; Quartz; Nano-; Pulse (music); Perpendicular; Optoelectronics; Physics; Composite material","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":[0.0001834385,0.0001388525,0.0001822624,0.00005633742,0.0000331203,0.00005363883,0.000128074,0.00009182908,0.00004275469],"category_scores_gemma":[0.00002112746,0.0001337319,0.00002382612,0.0001134226,0.00001200527,0.0003736329,0.00002972906,0.00005884608,0.00003066847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000205,"about_ca_system_score_gemma":0.00002718704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002777219,"about_ca_topic_score_gemma":0.000006857277,"domain_scores_codex":[0.9993327,0.00002283682,0.000223572,0.000103185,0.0001564477,0.0001612942],"domain_scores_gemma":[0.9995959,0.00001527714,0.0000636983,0.000187197,0.00008157676,0.00005636878],"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":[0.00002529497,0.00004042821,0.00001288806,0.0002391154,0.00002755324,0.00000235873,0.0009373451,0.007301277,0.9889338,0.001180256,0.001162472,0.000137188],"study_design_scores_gemma":[0.0002913084,0.00006114145,0.000004428381,0.00006486601,0.00001417759,0.000005692415,0.0000992913,0.01726831,0.9796669,0.001968535,0.000403017,0.0001523266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906916,0.0000428395,0.006137079,0.00001730203,0.000262253,0.000140957,0.00001698979,0.000787059,0.001903942],"genre_scores_gemma":[0.9610366,0.00001068932,0.03880468,0.00001634659,0.00003728371,0.000003294074,0.00001366986,0.00004261167,0.00003487271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0326676,"threshold_uncertainty_score":0.5453427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480210191060285,"score_gpt":0.2333152296858075,"score_spread":0.2085131277752046,"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."}}