{"id":"W2349852117","doi":"","title":"The Application of LightTools in LED Backlights Design","year":2010,"lang":"en","type":"article","venue":"Advanced Display","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Backlight; Brightness; Process (computing); Computer science; Software; Optics; Perpendicular; Key (lock); Electronic engineering; Engineering; Physics; Liquid-crystal display; Mathematics; Geometry","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":[0.000199148,0.0001321472,0.0001717175,0.000035959,0.00004778166,0.00001193265,0.0002318896,0.00007829827,0.000005666744],"category_scores_gemma":[0.00009233144,0.0000939877,0.00003431777,0.0002319131,0.00005358838,0.000164335,0.00001489794,0.0002046618,0.00006490887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003132329,"about_ca_system_score_gemma":0.000009295081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002125638,"about_ca_topic_score_gemma":0.00006822827,"domain_scores_codex":[0.9991201,0.00002506207,0.0003191549,0.0001547929,0.0001338048,0.0002471095],"domain_scores_gemma":[0.9989597,0.0004966012,0.00005017977,0.0004016256,0.00003498779,0.00005694344],"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":[0.00004058433,0.00002689651,0.0002610494,0.00003699265,0.00001224088,0.000002364715,0.00008664275,0.1077586,0.8065631,0.0501769,0.00004232721,0.03499231],"study_design_scores_gemma":[0.001976309,0.0001084735,0.008956334,0.000104057,0.00002378815,0.0000135445,0.0001030392,0.2057435,0.7032595,0.03243646,0.04648087,0.0007941131],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1081272,0.0002920969,0.8865907,0.00005140806,0.0003907107,0.0007850977,0.000002811486,0.0001507344,0.003609261],"genre_scores_gemma":[0.9737526,0.00003195212,0.02588628,0.000006388111,0.00003338137,0.000188186,0.000002320388,0.00002819493,0.00007067728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8656254,"threshold_uncertainty_score":0.3832707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004488079434422526,"score_gpt":0.2272699854400587,"score_spread":0.2227819060056362,"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."}}