{"id":"W2932369513","doi":"10.11159/icnnfc19.111","title":"Band-Engineered Structural Design and Characterization of Deep-Ultraviolet Light-Emitting Diodes","year":2019,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Recent Advances in Nanotechnology","topic":"GaN-based semiconductor devices and materials","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Characterization (materials science); Optoelectronics; Materials science; Light-emitting diode; Diode; Ultraviolet; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001239775,0.0001593287,0.0003376132,0.000171345,0.0000322235,0.00001666397,0.0002955152,0.00006276772,0.00005508988],"category_scores_gemma":[0.00001780262,0.0001174385,0.00003528203,0.0003004201,0.0000813425,0.0002102624,0.00006292414,0.0001536408,7.177929e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001528157,"about_ca_system_score_gemma":0.000008318808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002584903,"about_ca_topic_score_gemma":0.000001291848,"domain_scores_codex":[0.999114,0.00001020139,0.0003440839,0.0002335559,0.0001022051,0.0001959133],"domain_scores_gemma":[0.9992664,0.00004984286,0.0004509893,0.0001113353,0.0001038276,0.00001757708],"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":[0.00006839115,0.00002230289,0.03728579,0.0001007197,0.00001306619,4.698768e-8,0.00004749939,0.0000643065,0.9387093,0.008960398,0.000002066984,0.01472607],"study_design_scores_gemma":[0.0004967744,0.00005974182,0.000827274,0.00028184,0.00001252539,5.804063e-7,0.0001057081,0.0003133888,0.9933199,0.002445559,0.002012181,0.0001245851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982097,0.0002399731,0.00002665466,0.0002687189,0.0005908423,0.0004464858,0.00001324385,0.00002113286,0.0001832492],"genre_scores_gemma":[0.9991894,0.000180252,0.0004574937,0.00001568065,0.00002801706,0.00002250505,0.000004812505,0.00001415539,0.00008766665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0546105,"threshold_uncertainty_score":0.4789003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005855398796053854,"score_gpt":0.2273758190921434,"score_spread":0.2215204202960895,"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."}}