{"id":"W2989813758","doi":"10.1186/s11671-019-3201-x","title":"Enhanced Performance of AlGaN-Based Deep Ultraviolet Light-Emitting Diodes with Chirped Superlattice Electron Deceleration Layer","year":2019,"lang":"en","type":"article","venue":"Nanoscale Research Letters","topic":"GaN-based semiconductor devices and materials","field":"Physics and Astronomy","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shanghai Institute of Technical Physics, Chinese Academy of Sciences; Wuhan National Laboratory for Optoelectronics; Chinese Academy of Sciences; National Natural Science Foundation of China; College of Family Physicians of Canada","keywords":"Materials science; Light-emitting diode; Optoelectronics; Diode; Chemical vapor deposition; Ultraviolet; Metalorganic vapour phase epitaxy; Electron; Superlattice; Quantum efficiency; Layer (electronics); Optics; Nanotechnology; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006428077,0.0002159237,0.00033006,0.0001613612,0.0001799549,0.00009348275,0.0002932483,0.0000640081,0.000370967],"category_scores_gemma":[0.00001156518,0.0001748467,0.00007857702,0.0003257474,0.00008465528,0.0002620014,0.00002743766,0.00034538,0.00007749871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005583309,"about_ca_system_score_gemma":0.0001254494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002213322,"about_ca_topic_score_gemma":0.00001076308,"domain_scores_codex":[0.9977314,0.0002039482,0.0003329182,0.0004176041,0.0006146828,0.0006994742],"domain_scores_gemma":[0.9989054,0.0002056975,0.0001338977,0.0004060458,0.0002434131,0.0001055973],"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":[0.0001810166,0.00008291732,0.03758474,0.0001297322,0.00003411972,6.186366e-7,0.0001931744,0.0002529309,0.9607934,0.00007888506,0.00008617368,0.0005823327],"study_design_scores_gemma":[0.000991681,0.0003426865,0.003644593,0.0001638098,0.00001633871,3.719221e-7,0.0001218733,0.001091159,0.9930582,0.000006417077,0.000348585,0.0002142696],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974618,0.00002871151,0.0005267386,0.0004692997,0.00008731003,0.0005838473,0.00001699427,0.00002479165,0.0008004969],"genre_scores_gemma":[0.9988252,0.000003901608,0.0004824259,0.0001757811,0.0001820762,0.00007104375,0.000102786,0.00004050603,0.0001162793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03394014,"threshold_uncertainty_score":0.7130041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657790897231861,"score_gpt":0.2799168775259264,"score_spread":0.2633389685536078,"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."}}