{"id":"W2115980065","doi":"10.1889/1.3499951","title":"P‐38: Unique Electrical Measurement Technology for Compensation, Inspection, and Process Diagnostics of AMOLED HDTV","year":2010,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"IGNIS Innovation (Canada)","funders":"","keywords":"AMOLED; Backplane; Compensation (psychology); OLED; Thin-film transistor; Mura; Process (computing); High-definition television; Computer science; Factory (object-oriented programming); Materials science; Electrical engineering; Computer hardware; Liquid-crystal display; Engineering; Optoelectronics; Telecommunications; Active matrix; Nanotechnology","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":[0.0003683284,0.0001568256,0.0003564034,0.0002285801,0.00006982538,0.00001089743,0.0001275531,0.0004301123,0.00000416556],"category_scores_gemma":[0.0006030484,0.0001460844,0.00007058171,0.0004392051,0.0001417301,0.00004586403,0.0000195844,0.0003433701,6.943442e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006931253,"about_ca_system_score_gemma":0.00005138821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009734612,"about_ca_topic_score_gemma":0.00007283773,"domain_scores_codex":[0.9988159,0.00001689292,0.0005099839,0.0001996888,0.0002662915,0.0001912484],"domain_scores_gemma":[0.9990526,0.0001754207,0.0001279152,0.0002246442,0.0003537839,0.00006556688],"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":[0.00003565763,0.00005679042,0.001781736,0.0001127382,0.00002430689,3.927947e-7,0.00003227051,0.000316908,0.9942583,0.003064128,0.0001163191,0.0002004027],"study_design_scores_gemma":[0.001031252,0.0006202158,0.006200381,0.0001266401,0.00005794374,0.0000312912,0.00007534779,0.0002184268,0.9875541,0.0005000332,0.003297359,0.000287004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659483,0.0002275824,0.000721356,0.0004328055,0.000910126,0.001795646,0.0000250308,0.001048158,0.02889099],"genre_scores_gemma":[0.9995598,0.00006990198,0.0001225779,0.000005787871,0.0000790136,0.0001272169,0.000003072573,0.00002804633,0.000004611877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03361146,"threshold_uncertainty_score":0.5957147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008361492299219864,"score_gpt":0.2272362526533627,"score_spread":0.2188747603541429,"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."}}