{"id":"W2070785652","doi":"10.1088/0268-1242/16/5/101","title":"Optimization of p-doping in GaAs photon-recycling light-emitting diodes operated at low temperature","year":2001,"lang":"en","type":"article","venue":"Semiconductor Science and Technology","topic":"Thin-Film Transistor Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genia Photonics (Canada); Institute for Microstructural Sciences","funders":"Air Force Research Laboratory; U.S. Air Force","keywords":"Beryllium; Doping; Diode; Impurity; Photon; Optoelectronics; Recombination; Light-emitting diode; Chemistry; Atomic physics; Materials science; Optics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002817092,0.0001833332,0.0002769311,0.0009880482,0.0001473976,0.00003413573,0.0004525998,0.0003319157,0.00001269798],"category_scores_gemma":[0.0002846205,0.0001767806,0.00001818616,0.002894646,0.0005904728,0.0004153985,0.0001245369,0.0003586529,0.0000020467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018352,"about_ca_system_score_gemma":0.00005375181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001470524,"about_ca_topic_score_gemma":0.00003338247,"domain_scores_codex":[0.9986917,0.000007799942,0.0003223992,0.0003838318,0.0001750888,0.0004191973],"domain_scores_gemma":[0.9994244,0.00002361758,0.00005418823,0.0003232343,0.0001382996,0.00003627454],"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":[0.000002754678,0.000009733788,0.005446467,0.00003734462,0.000004928052,0.00001042683,0.0002469252,0.007758306,0.9855242,0.0001622216,0.00001445017,0.0007822383],"study_design_scores_gemma":[0.0002561239,0.00002754405,0.000191179,0.0001751139,0.000004647884,0.0000622537,0.0007480895,0.02288515,0.9752241,0.00009815316,0.0001222571,0.0002054057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969126,0.001426783,0.00005576931,0.0002785215,0.0002247394,0.0001762249,0.000003341715,0.0007251137,0.0001968872],"genre_scores_gemma":[0.9958476,0.0006450691,0.00341949,0.00001728509,0.00001027231,0.00001617214,0.000002345266,0.00002031078,0.00002149832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01512685,"threshold_uncertainty_score":0.7208902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008301852003088812,"score_gpt":0.2145603636225795,"score_spread":0.2062585116194907,"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."}}