{"id":"W2997529988","doi":"10.1063/1.5134090","title":"Perspective: Toward highly stable electroluminescent quantum dot light-emitting devices in the visible range","year":2020,"lang":"en","type":"article","venue":"Applied Physics Letters","topic":"Quantum Dots Synthesis And Properties","field":"Materials Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electroluminescence; Optoelectronics; Exciton; Materials science; Charge carrier; Quantum dot; Auger effect; Organic semiconductor; Quantum efficiency; OLED; Nanotechnology; Layer (electronics); Auger; Physics; Atomic physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001495656,0.0006071548,0.0003721002,0.000409819,0.00061291,0.002372835,0.0008587533,0.003114541,0.01585138],"category_scores_gemma":[0.0007913796,0.0002534041,0.0003666317,0.0004855225,0.001004496,0.002610977,0.0009417286,0.00312274,0.007217929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056469,"about_ca_system_score_gemma":0.002375759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250323,"about_ca_topic_score_gemma":0.003336644,"domain_scores_codex":[0.9996421,0.00004453335,0.00001746583,0.00006122845,0.0001576641,0.00007687286],"domain_scores_gemma":[0.9991803,0.0001657458,0.0000602379,0.00002421075,0.0003872568,0.0001823136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002593768,0.0002553921,0.001036833,0.004830884,0.00006237823,0.0009499796,0.0003157844,0.001112232,0.07416163,0.1560295,0.4515165,0.3094695],"study_design_scores_gemma":[0.00002780967,0.0002227324,0.0004079829,0.0002998851,0.00001664947,0.0004100186,0.0002311702,0.0005756366,0.007599038,0.01784192,0.9723458,0.00002130707],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01003405,0.474236,0.02462807,0.3412119,0.03935652,0.0001790713,0.002148825,0.0008248017,0.1073808],"genre_scores_gemma":[0.08631919,0.5918348,0.04559755,0.1370485,0.02013705,0.0002025004,0.001693104,0.0002383791,0.1169289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01585138,"threshold_uncertainty_score":0.05302817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569263977597442,"score_gpt":0.2338988568783728,"score_spread":0.2082062171023984,"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."}}