{"id":"W3013670614","doi":"10.1002/jsid.892","title":"Antireflection displays with ambient contrast enhancement for extended device battery lifetime and reduced energy consumption","year":2020,"lang":"en","type":"article","venue":"Journal of the Society for Information Display","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Contrast (vision); Battery (electricity); Energy consumption; Computer science; Materials science; Consumption (sociology); Energy (signal processing); Contrast ratio; Optoelectronics; Computer graphics (images); Optics; Electrical engineering; Computer vision; Aesthetics; Art; Power (physics); Physics","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":[0.0003940974,0.0001032009,0.0001680022,0.00001301254,0.0002847336,0.0001692912,0.0001174587,0.00004788217,0.00001563404],"category_scores_gemma":[0.0001201214,0.00006127869,0.0002186162,0.0000725827,0.00006684577,0.0008615577,0.00003037451,0.00007464281,0.000002217319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004616938,"about_ca_system_score_gemma":0.00004897711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002144533,"about_ca_topic_score_gemma":0.000001208832,"domain_scores_codex":[0.999041,0.00001642937,0.0004689519,0.00007519599,0.0002461573,0.0001523337],"domain_scores_gemma":[0.9987478,0.0001118906,0.0007027308,0.00005960406,0.0002916808,0.00008631666],"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":[0.0007623007,0.00005391813,0.000122024,0.0003825527,0.0001001951,8.181966e-8,0.004163197,0.0003588246,0.9805393,0.002841376,0.008462962,0.002213278],"study_design_scores_gemma":[0.00635847,0.002763691,0.004513851,0.0004516716,0.0005108439,0.00007041981,0.002344024,0.04817452,0.9106716,0.000389032,0.02326862,0.0004832758],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732619,0.00003758282,0.1225911,0.003415029,0.0002500551,0.0003416935,0.00004324981,0.00001047483,0.00004886719],"genre_scores_gemma":[0.9878134,0.00002541175,0.009247712,0.002724259,0.0001197653,0.00002570551,0.000009904222,0.000006409209,0.00002749007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1145514,"threshold_uncertainty_score":0.2498872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459424404223781,"score_gpt":0.2537170947775183,"score_spread":0.2391228507352805,"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."}}