{"id":"W4401397004","doi":"10.1002/adma.202404856","title":"Efficient Deep‐Blue Light‐Emitting Diodes Through Decoupling of Colloidal Perovskite Quantum Dots","year":2024,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Korea Institute of Energy Technology Evaluation and Planning; National Research Foundation of Korea; Ministry of Science and ICT, South Korea; Ministry of Trade, Industry and Energy; National Research Foundation","keywords":"Materials science; Quantum dot; Decoupling (probability); Perovskite (structure); Optoelectronics; Light-emitting diode; Diode; Colloid; Blue light; Nanotechnology; Chemical engineering","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":[0.0002550205,0.0002509378,0.000400797,0.00006891222,0.00009270461,0.0001435597,0.0001817177,0.0000939634,0.0001665586],"category_scores_gemma":[0.00004142293,0.0002325441,0.00007158845,0.0002158385,0.00003821691,0.0001380849,0.0000650097,0.00006687138,0.00009553998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008033697,"about_ca_system_score_gemma":0.00002090472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001188281,"about_ca_topic_score_gemma":0.000003106973,"domain_scores_codex":[0.9985289,0.00001611302,0.0005884205,0.0003096408,0.000196544,0.0003603583],"domain_scores_gemma":[0.999433,0.0000816632,0.00006575529,0.0003014865,0.00006323489,0.00005486106],"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":[0.000009577526,0.0000167494,0.000002246403,0.0004701054,0.00003131036,0.000004249153,0.0006905918,0.08291707,0.9119394,0.003198525,0.00003998848,0.0006801555],"study_design_scores_gemma":[0.0001741421,0.00002116216,0.00004555541,0.0002979529,0.00003193206,0.000008661815,0.0001783146,0.01080594,0.9796208,0.0007266839,0.007820989,0.000267932],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984126,0.001981238,0.01080791,0.00004340397,0.00156485,0.0003049803,0.0001778117,0.0005358534,0.0004579133],"genre_scores_gemma":[0.9943116,0.0002350269,0.004921772,0.00001539434,0.0002390545,0.00013423,0.00003090733,0.00008192742,0.00003012696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07211113,"threshold_uncertainty_score":0.9482873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007569944823142552,"score_gpt":0.2455580924830828,"score_spread":0.2379881476599403,"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."}}