{"id":"W2052781794","doi":"10.1117/12.629117","title":"A high-dynamic range projection system","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Backlight; High dynamic range; Projector; Liquid-crystal display; Computer science; Dynamic range; Projection (relational algebra); Computer graphics (images); Liquid crystal on silicon; Range (aeronautics); Computer vision; Display device; Flat panel display; Contrast (vision); Wide dynamic range; Artificial intelligence; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003787115,0.0003944773,0.0004779256,0.0001723979,0.00007851355,0.0001024367,0.000962107,0.0002599875,0.000005285591],"category_scores_gemma":[0.0003519097,0.0003440132,0.0004779347,0.0004541517,0.0002415635,0.0008048399,0.0001579451,0.0004758011,0.000006203379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000562801,"about_ca_system_score_gemma":0.00001545664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004912722,"about_ca_topic_score_gemma":2.684642e-7,"domain_scores_codex":[0.9977988,7.843841e-9,0.000722573,0.0003781122,0.0005853535,0.0005151383],"domain_scores_gemma":[0.9985725,0.0001054148,0.0002075332,0.00008929194,0.0009288007,0.00009644443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005222937,0.00007795713,0.00009369497,0.001188648,0.0004321951,1.566717e-7,0.000117263,0.004519896,0.4918928,0.4967505,0.002363704,0.002510915],"study_design_scores_gemma":[0.001875269,0.0002851654,0.0006098206,0.000806414,0.0002724938,0.0000657258,0.002212771,0.7275693,0.257575,0.001843072,0.005990284,0.0008946035],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932997,0.0002174115,0.0007768323,0.001535949,0.0003771445,0.0006627495,0.00004015775,0.001207868,0.001882147],"genre_scores_gemma":[0.6616003,0.0001067145,0.3375071,0.0000266537,0.0003020388,0.0002485459,0.000005207598,0.00009710724,0.0001063942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7230495,"threshold_uncertainty_score":0.9999012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00787364742857897,"score_gpt":0.2202422703206102,"score_spread":0.2123686228920312,"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."}}