{"id":"W2102594491","doi":"10.1364/ao.45.002058","title":"Modeling and optimization of Q-switched double-clad fiber lasers","year":2006,"lang":"en","type":"article","venue":"Applied Optics","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Optics; Fiber laser; Materials science; Laser; Double-clad fiber; Q-switching; Output coupler; Pulse-width modulation; Ytterbium; Wavelength; Population inversion; Optical fiber; Dispersion-shifted fiber; Optoelectronics; Fiber optic sensor; Physics; Power (physics)","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":[0.00004642451,0.0001165141,0.0001447948,0.0000437555,0.00002612927,0.00001795123,0.00005749284,0.00008548003,0.0000176942],"category_scores_gemma":[9.716787e-7,0.0001224284,0.00002200368,0.0001084549,0.00002722274,0.00004567133,0.00002611071,0.00008649809,0.000004591489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002041395,"about_ca_system_score_gemma":0.000007857826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000100484,"about_ca_topic_score_gemma":0.000004727764,"domain_scores_codex":[0.999424,0.000001205235,0.0002122609,0.0001078357,0.00009726735,0.0001573868],"domain_scores_gemma":[0.9997671,0.00001434907,0.00002059929,0.0001351363,0.00002625286,0.00003658509],"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":[0.00001323268,0.00001283978,0.000004677983,0.00005285678,0.00001303164,6.330943e-7,0.00007100011,0.9907064,0.005269006,0.003634704,0.0000289385,0.0001926825],"study_design_scores_gemma":[0.0005809473,0.00000746925,0.000004464616,0.000008050131,0.00002561435,0.000002095599,0.00005622891,0.9941923,0.004309916,0.0005510793,0.0001202398,0.0001415737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7425671,0.0002138111,0.2086566,0.00001665018,0.00008770642,0.000268006,0.00001410981,0.000243279,0.04793278],"genre_scores_gemma":[0.9562994,0.00006825847,0.04344101,0.000006642855,0.00003647247,0.000009449497,0.00002897633,0.00002995483,0.00007985959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2137323,"threshold_uncertainty_score":0.4992486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008208897275359775,"score_gpt":0.1842826093184589,"score_spread":0.1760737120430992,"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."}}