{"id":"W1983572515","doi":"10.1117/12.692215","title":"Design and implementation of organic LED-based displays for signage application","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Digital signage; Signage; Computer science; OLED; Computer hardware; Embedded system; Multimedia; Materials science","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":[0.000537902,0.0002282117,0.0003027631,0.00008141222,0.00005537154,0.00004617304,0.000346269,0.0001280276,0.000005556037],"category_scores_gemma":[0.00009259154,0.0002095574,0.000258718,0.0002212562,0.0001168943,0.0002879914,0.00004129763,0.0001166857,1.971515e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470429,"about_ca_system_score_gemma":0.00002576165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001525992,"about_ca_topic_score_gemma":9.361996e-7,"domain_scores_codex":[0.9985843,1.477937e-8,0.0005811562,0.0002451169,0.0003144018,0.00027501],"domain_scores_gemma":[0.9985403,0.0001726786,0.0002002899,0.00004643969,0.0009857195,0.00005454991],"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":[0.00006191916,0.00006424012,0.001746126,0.00153688,0.0001474553,1.508009e-8,0.0001242568,0.003795194,0.8426021,0.14848,0.0009258783,0.000515943],"study_design_scores_gemma":[0.001750745,0.0003163658,0.004911579,0.00009168182,0.00019103,0.000002461294,0.001214463,0.3804771,0.6047376,0.005296906,0.0006584039,0.0003516969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774223,0.00006869461,0.02059868,0.0003820082,0.00006256886,0.001196558,0.00003835842,0.00008524815,0.000145571],"genre_scores_gemma":[0.9114928,0.00001229219,0.08795503,0.00001228531,0.0001179506,0.0003233338,0.00001876376,0.00004847566,0.00001902635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3766819,"threshold_uncertainty_score":0.8545502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006314526314420529,"score_gpt":0.2216945790766084,"score_spread":0.2153800527621878,"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."}}