{"id":"W4231234754","doi":"10.32920/14636529.v1","title":"Nanofibre Fabrication by Femtosecond Laser Ablation of Silica Glass","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Femtosecond; Nanometre; Fabrication; Materials science; Laser; Ablation; Silica glass; Laser ablation; Optics; Optoelectronics; Nanotechnology; 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":[0.0001170946,0.0002106726,0.0002937423,0.00008287734,0.0000183367,0.000120212,0.0002385786,0.0003517551,0.0003625188],"category_scores_gemma":[0.00002969813,0.0002208456,0.00006291174,0.0001167758,0.00002422677,0.0001551942,0.0002118929,0.0001688236,0.000008976589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020773,"about_ca_system_score_gemma":0.00004542154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008618516,"about_ca_topic_score_gemma":0.00001128161,"domain_scores_codex":[0.9990184,0.00002511917,0.0003740687,0.0002660578,0.0001767309,0.0001395718],"domain_scores_gemma":[0.9991963,0.00002138779,0.0001112302,0.0004516945,0.0001796869,0.00003970743],"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":[0.000008749158,0.00005644628,0.0002199582,0.003155511,0.0001080004,0.000001510287,0.0002948958,0.003879268,0.9338941,0.0001059629,0.05130289,0.006972732],"study_design_scores_gemma":[0.00006655561,0.000008973035,0.0003182898,0.0001704741,0.00002143117,7.862633e-7,0.00001704934,0.0110063,0.9858733,0.0008414608,0.001430042,0.0002452674],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8925023,0.0004815714,0.084838,0.00011727,0.0009648996,0.0004525445,0.0001502946,0.002308139,0.01818495],"genre_scores_gemma":[0.9875833,0.00008611184,0.01100571,0.00002425207,0.00007194425,0.00005314215,0.0006699525,0.00005561523,0.0004499074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09508104,"threshold_uncertainty_score":0.9005823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008215260029504285,"score_gpt":0.2181711485181148,"score_spread":0.2099558884886105,"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."}}