{"id":"W4415785638","doi":"10.1515/pac-2025-0545","title":"Effect of atomic layer deposition and alumina actions of optoelectronic behaviour of polyfluorene OLEDS","year":2025,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Organic Light-Emitting Diodes Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Polyfluorene; OLED; Electroluminescence; Atomic layer deposition; Coating; Quantum efficiency; Diode; Photoluminescence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009907108,0.000311284,0.0001261004,0.0001319535,0.00009566271,0.0002888801,0.0001503096,0.0001888423,0.0007648935],"category_scores_gemma":[0.0002524863,0.0002085891,0.0001718845,0.0000947177,0.0001248514,0.0002537852,0.0001323444,0.0001896261,0.0001411003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869962,"about_ca_system_score_gemma":0.00008811879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006352975,"about_ca_topic_score_gemma":0.0009733254,"domain_scores_codex":[0.9999185,0.000007576406,0.000009572845,0.00001869007,0.00002229426,0.00002345017],"domain_scores_gemma":[0.9998599,0.00004479366,0.0000442032,0.00001263886,0.00002428399,0.00001405077],"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":[0.0000473989,0.000006715724,0.000141757,0.00003278861,0.000006212232,0.00003716368,0.00001389625,0.00008603516,0.998995,0.00002449884,0.00001122885,0.0005973391],"study_design_scores_gemma":[0.000003025367,0.00006855778,0.001073138,0.000005189675,0.00001148197,0.00002930063,0.00001480397,0.0005513077,0.9979164,0.000005261395,0.0003184078,0.000003076062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982174,0.0006360149,0.000420314,0.00001618487,0.00001418343,0.000005568633,0.00005635766,0.00002101319,0.0006129625],"genre_scores_gemma":[0.9986308,0.0003745803,0.000480505,0.000009690942,0.000002937073,0.000004767813,0.00003504193,0.000006946369,0.000454617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007648935,"threshold_uncertainty_score":0.002558887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002881316968722935,"score_gpt":0.2318521807009425,"score_spread":0.2289708637322196,"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."}}