{"id":"W1996662044","doi":"10.1063/1.4817834","title":"On the efficiency droop of top-down etched InGaN/GaN nanorod light emitting diodes under optical pumping","year":2013,"lang":"en","type":"article","venue":"AIP Advances","topic":"GaN-based semiconductor devices and materials","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Energy Frontier Research Centers; Basic Energy Sciences; Natural Sciences and Engineering Research Council of Canada; National Nuclear Security Administration; Office of Science; Sandia National Laboratories; U.S. Department of Energy","keywords":"Voltage droop; Light-emitting diode; Optoelectronics; Materials science; Nanorod; Diode; Photoluminescence; Spontaneous emission; Wide-bandgap semiconductor; Gallium nitride; Quantum efficiency; Laser; Optics; Nanotechnology; Physics; Layer (electronics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001853013,0.0001645395,0.0002301759,0.00003192102,0.0001494817,0.00008072189,0.000245569,0.00003262891,0.0005925734],"category_scores_gemma":[0.00003168117,0.0001036975,0.00008376625,0.0001140724,0.00007383146,0.000221663,0.00004350236,0.0001125112,0.00006115648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001196196,"about_ca_system_score_gemma":0.00002897067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001035885,"about_ca_topic_score_gemma":0.000002892001,"domain_scores_codex":[0.9989674,0.00004718353,0.0002978053,0.0002394101,0.0001615773,0.0002866405],"domain_scores_gemma":[0.99914,0.0003059883,0.0001738833,0.0002596247,0.0000670427,0.00005341578],"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":[0.00001040437,0.0001682817,0.009381437,0.00005675814,0.00005915057,5.057048e-7,0.0009058227,0.0004078822,0.9195563,0.06402553,0.00009685861,0.005331113],"study_design_scores_gemma":[0.0002689808,0.00009385723,0.00126254,0.0001506341,0.00002506774,4.361638e-7,0.003159629,0.0001624531,0.975668,0.01774608,0.001230988,0.0002313091],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937623,0.0001539812,0.0006147003,0.0006522911,0.0002699866,0.0002200533,0.00000695983,0.00002210195,0.004297688],"genre_scores_gemma":[0.9992658,0.000005620029,0.0001949803,0.0001914587,0.0001937111,0.00003451696,0.000006620676,0.00001566982,0.00009161055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05611177,"threshold_uncertainty_score":0.6488262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058580830977036,"score_gpt":0.2461193937670621,"score_spread":0.2355335854572917,"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."}}