{"id":"W4389633418","doi":"10.1364/assl.2023.jtu5a.11","title":"Modeling of High-power Er-doped Fluoride Fiber Lasers Using a New Energy Transfer Rate Equation","year":2023,"lang":"en","type":"article","venue":"","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Fiber laser; Laser; Materials science; Rate equation; Fluoride; Power (physics); Optoelectronics; Fiber; Doping; Energy transfer; Optics; Engineering physics; Physics; Chemistry; Thermodynamics; Composite material; Kinetics","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":[0.0003696224,0.0004957186,0.0005179785,0.0003216349,0.0004404503,0.0006024325,0.001253534,0.001420887,0.001260317],"category_scores_gemma":[0.0008746468,0.0004267547,0.001059619,0.0003769432,0.0005313248,0.001708725,0.0003648914,0.0006518538,0.0003803442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001284937,"about_ca_system_score_gemma":0.001019031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004024,"about_ca_topic_score_gemma":0.004612196,"domain_scores_codex":[0.9998117,0.00002772971,0.000008607361,0.00003026337,0.0000922498,0.00002953439],"domain_scores_gemma":[0.9998211,0.00008169114,0.00003239526,0.00001258455,0.00004323611,0.000008914119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000231425,0.00003117177,0.0003907362,0.00003719852,0.00001792974,0.0001085949,0.00006294433,0.9660145,0.01508093,0.01487347,0.0002424945,0.003116853],"study_design_scores_gemma":[0.000003703969,0.000005778209,0.0000535464,0.00000165706,0.000002989656,0.00001315411,0.000003797292,0.9980907,0.001044099,0.000517589,0.0002587235,0.000004283167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1846929,0.0007611004,0.7875922,0.001050066,0.0001114959,0.0001336367,0.0002731791,0.0005305916,0.02485472],"genre_scores_gemma":[0.8975921,0.001458585,0.07351877,0.0002245237,0.00006960139,0.000371852,0.0002617731,0.0002493187,0.02625365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01004024,"threshold_uncertainty_score":0.01996356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751046225735408,"score_gpt":0.2343855249139133,"score_spread":0.1968750626565592,"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."}}