{"id":"W4405179896","doi":"10.1109/lpt.2024.3512946","title":"Hybrid Pumping for Optimized Electrical Power Usage in Cladding-Pumped L-Band Amplifiers","year":2024,"lang":"en","type":"article","venue":"IEEE Photonics Technology Letters","topic":"Wireless Power Transfer Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genia Photonics (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cladding (metalworking); Amplifier; Materials science; Optical pumping; Optoelectronics; Optical amplifier; Power (physics); Electricity generation; Electrical engineering; Optics; Engineering; Physics; Laser","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":[0.0001920848,0.0003701739,0.0002217081,0.0001384427,0.0002291625,0.0003007812,0.0004133399,0.0002397824,0.000586804],"category_scores_gemma":[0.000391075,0.0001930732,0.0001335809,0.0001909772,0.0003098646,0.0006122105,0.000405528,0.0002234826,0.0001517214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003852048,"about_ca_system_score_gemma":0.0003334704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001482617,"about_ca_topic_score_gemma":0.003696776,"domain_scores_codex":[0.999894,0.0000150806,0.000005191476,0.00002461663,0.00003613806,0.00002486773],"domain_scores_gemma":[0.9997986,0.00009167782,0.00005478072,0.00001843384,0.00002469754,0.00001181227],"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":[0.000246172,0.0001512904,0.003170051,0.00006764497,0.00002512825,0.00006617433,0.00007971476,0.07262269,0.903434,0.00113042,0.000139526,0.01886727],"study_design_scores_gemma":[0.00002296071,0.0002374422,0.002268371,0.000009963329,0.00001650053,0.00003365723,0.0000212765,0.5553921,0.4411764,0.0003745228,0.0004298735,0.00001694024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9733156,0.0001151407,0.02529774,0.00008905524,0.000004851123,0.000008868761,0.00003309442,0.0001121621,0.001023477],"genre_scores_gemma":[0.9928456,0.00003240885,0.006845125,0.00001227356,0.000001372829,0.000006385833,0.00001155844,0.00001323111,0.0002319519],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001482617,"threshold_uncertainty_score":0.002947927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007185278857105745,"score_gpt":0.2241180316226615,"score_spread":0.2169327527655558,"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."}}