{"id":"W4401568484","doi":"10.1109/pn62551.2024.10621798","title":"Supercontinuum Amplification by Kerr Instability","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Supercontinuum; Instability; Optics; Physics; Optical fiber; Photonic-crystal fiber; Mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000179001,0.0003301172,0.0002095691,0.000353365,0.0004508048,0.0003874004,0.0005034375,0.0003331797,0.001331559],"category_scores_gemma":[0.0004125778,0.0001912945,0.0002241728,0.0003297668,0.0004050365,0.000788964,0.0007221874,0.0004522135,0.0007659617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003146974,"about_ca_system_score_gemma":0.000206711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003870981,"about_ca_topic_score_gemma":0.0006306797,"domain_scores_codex":[0.9998118,0.00001986887,0.000009788118,0.00004563088,0.00007702794,0.00003592792],"domain_scores_gemma":[0.999732,0.0000726363,0.00006029525,0.00007143534,0.00004091013,0.00002275457],"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":[0.00004504349,0.00005273173,0.0006118773,0.00005091257,0.000009857114,0.000123254,0.0001752721,0.001617747,0.9626156,0.01343611,0.000497808,0.02076362],"study_design_scores_gemma":[0.00001370212,0.000132394,0.0009327892,0.000008367011,0.000008234709,0.0002679256,0.00002963965,0.03543479,0.945689,0.007957225,0.009499549,0.00002618795],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669338,0.001086636,0.09686626,0.0006524992,0.0001186523,0.0001372081,0.0001805309,0.0008808526,0.03314354],"genre_scores_gemma":[0.960479,0.000477294,0.03308283,0.00007891729,0.00005200969,0.00007515195,0.00006729373,0.00006779113,0.005619788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001331559,"threshold_uncertainty_score":0.004454553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006137469358191671,"score_gpt":0.2468565660901377,"score_spread":0.240719096731946,"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."}}