{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004255778,0.00007334429,0.0000645894,0.00002167502,0.00003065251,0.00004968943,0.00009920421,0.00002601129,0.0007116315],"category_scores_gemma":[0.000003689789,0.0000610487,0.00003629989,0.0001240294,0.00004658834,0.000210782,0.00003660022,0.0001081003,0.0002097771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001976743,"about_ca_system_score_gemma":0.00001304437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005139655,"about_ca_topic_score_gemma":0.00000288345,"domain_scores_codex":[0.9995139,0.000006188326,0.0001015333,0.0002084407,0.00004959736,0.0001203548],"domain_scores_gemma":[0.9996926,0.00003225032,0.000008013239,0.000232539,0.00001594086,0.00001863852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004657133,0.00009933966,0.02549456,0.00002437075,0.0000449849,5.510313e-7,0.0001757708,0.0000048384,0.04727362,0.5546663,0.04569269,0.3265183],"study_design_scores_gemma":[0.0001518275,0.0000265882,0.002812468,0.00001881175,0.0000161587,3.550851e-7,0.001406541,0.0006644842,0.2368488,0.210254,0.5474612,0.0003388251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6259164,0.0002487301,0.3255957,0.001448055,0.0001720571,0.0001914983,0.00008049649,0.00112815,0.04521897],"genre_scores_gemma":[0.9954154,0.000001468267,0.001931208,0.00001551358,0.00003572488,0.00003277761,0.00004642501,0.000009300018,0.002512203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5017685,"threshold_uncertainty_score":0.7791866,"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."}}