{"id":"W4283325505","doi":"10.1364/ao.464425","title":"Effective all-fiber pump recycler for kilowatt fiber lasers","year":2022,"lang":"en","type":"article","venue":"Applied Optics","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Fiber laser; Optics; Laser; Double-clad fiber; Optoelectronics; Dispersion-shifted fiber; Fiber; Fiber optic sensor; Composite material; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002828967,0.0003905625,0.0003254303,0.00046486,0.0003354678,0.0003761105,0.0007846539,0.000394645,0.002157112],"category_scores_gemma":[0.0002111736,0.00023782,0.0002016738,0.0003609211,0.0003167979,0.0009928567,0.0003554068,0.0004779926,0.0006236507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005670813,"about_ca_system_score_gemma":0.0002944868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053437,"about_ca_topic_score_gemma":0.0008369967,"domain_scores_codex":[0.9997309,0.00002342445,0.00001198138,0.00006180751,0.0001437068,0.00002810696],"domain_scores_gemma":[0.9997309,0.00003778235,0.0001137227,0.00004504558,0.00004657402,0.0000260359],"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":[0.0001368726,0.00003519848,0.0005183103,0.0001443007,0.00001215527,0.00008248723,0.00004297449,0.0005584517,0.9709127,0.001063614,0.0004186883,0.0260742],"study_design_scores_gemma":[0.0000194955,0.0003924076,0.002351618,0.00001798385,0.00002555771,0.0003839597,0.00001997976,0.005881889,0.9761276,0.0002924007,0.0144562,0.00003089439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.761246,0.007776695,0.2207517,0.0002271622,0.0001403537,0.0001006974,0.0003210912,0.004117948,0.005318292],"genre_scores_gemma":[0.8611678,0.001341694,0.1307983,0.00009329477,0.00005960743,0.0000745651,0.0002175317,0.0002444746,0.006002638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002157112,"threshold_uncertainty_score":0.007216275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008967258665913393,"score_gpt":0.2074166668540858,"score_spread":0.1984494081881724,"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."}}