{"id":"W2142895564","doi":"10.1007/s11082-006-9029-5","title":"Simulation of InGaN/GaN multiple quantum well light-emitting diodes with quantum dot model for electrical and optical effects","year":2007,"lang":"en","type":"article","venue":"Optical and Quantum Electronics","topic":"GaN-based semiconductor devices and materials","field":"Physics and Astronomy","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Crosslight Software (Canada)","funders":"","keywords":"Quantum dot; Light-emitting diode; Optoelectronics; Diode; Physics; Quantum well; Quantum dot laser; Quantum; Electro-absorption modulator; Materials science; Optics; Semiconductor laser theory; Quantum mechanics; Laser","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005240641,0.0003370578,0.000566008,0.00008364507,0.000197727,0.00008150802,0.0001137516,0.0001492898,0.000006592553],"category_scores_gemma":[0.00009047482,0.0002636658,0.00009743115,0.0001457305,0.0001163714,0.0001623387,0.00004094671,0.0002834621,0.00000194437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000323604,"about_ca_system_score_gemma":0.00009616175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002866483,"about_ca_topic_score_gemma":0.00001061183,"domain_scores_codex":[0.9979178,0.00003329762,0.0005145795,0.0004862821,0.0002224062,0.000825614],"domain_scores_gemma":[0.9979461,0.001299167,0.0001797876,0.0001925834,0.0001389567,0.0002433839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001105321,0.000490666,0.006450153,0.0003988433,0.0001860412,0.000003990656,0.0003123932,0.006711745,0.4537213,0.525868,0.00001803246,0.004733495],"study_design_scores_gemma":[0.001578504,0.001035384,0.0003146056,0.00007434437,0.0001562783,0.000002700152,0.00007128154,0.8395507,0.1469687,0.009635821,0.0002518658,0.0003598817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8654118,0.0004121609,0.133422,0.00007285606,0.00005077794,0.0004755032,0.00001297976,0.00003178778,0.0001100991],"genre_scores_gemma":[0.9971966,0.00002244684,0.002465561,0.00003967504,0.0001400321,0.00002389091,0.00003997472,0.00004830502,0.00002355249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8328389,"threshold_uncertainty_score":0.9999816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01130932280218246,"score_gpt":0.2524544064018325,"score_spread":0.24114508359965,"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."}}