{"id":"W3194300959","doi":"10.1039/d1na00561h","title":"Significant enhancement in quantum-dot light emitting device stability <i>via</i> a ZnO:polyethylenimine mixture in the electron transport layer","year":2021,"lang":"en","type":"article","venue":"Nanoscale Advances","topic":"Quantum Dots Synthesis And Properties","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada); University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyethylenimine; Quantum dot; Materials science; Optoelectronics; Electroluminescence; Bilayer; Electron; Layer (electronics); Nanotechnology; Chemistry; Physics; Membrane","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":[0.001503118,0.0002817838,0.0004560105,0.00005656251,0.0001506557,0.00006190336,0.0004504347,0.0001067322,0.0003039601],"category_scores_gemma":[0.000128812,0.0001849478,0.00009669482,0.0004969649,0.0001068176,0.0004183365,0.00003939993,0.0003040334,0.00003402656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000873132,"about_ca_system_score_gemma":0.0001433733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002203671,"about_ca_topic_score_gemma":0.003662752,"domain_scores_codex":[0.9968842,0.0005267838,0.0007169663,0.0006818544,0.0005354919,0.0006547292],"domain_scores_gemma":[0.9988543,0.000376601,0.0001598449,0.0004630526,0.00008731836,0.00005891217],"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":[0.0001299402,0.0003544386,0.006701237,0.0001304829,0.000003383608,0.00005047869,0.002235302,0.00002828966,0.9877477,0.0002291022,0.00002276887,0.002366882],"study_design_scores_gemma":[0.0003078065,0.0001258929,0.002195321,0.0001656195,0.00001438557,0.000007656608,0.001307804,0.00007111706,0.9694062,0.0003596287,0.02576855,0.0002699509],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800847,0.01609842,0.0001665147,0.002012036,0.0002708652,0.0003566848,0.00001355036,0.00003642992,0.0009607989],"genre_scores_gemma":[0.9975318,0.001069196,0.0004589228,0.0005852345,0.00009017393,0.000153852,0.00001022431,0.00001982985,0.0000807359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02574578,"threshold_uncertainty_score":0.7541952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02046691647920243,"score_gpt":0.25795127739677,"score_spread":0.2374843609175676,"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."}}