{"id":"W4238005791","doi":"10.1145/2010324.1964990","title":"Layered 3D","year":2011,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Backlight; Computer science; Brightness; Attenuation; Attenuator (electronics); Optics; Parallax; Light field; Computer vision; Projector; Artificial intelligence; Computer graphics (images); Physics; Liquid-crystal display","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002393041,0.0009089317,0.0004466414,0.0008154686,0.0004937273,0.002536168,0.001227879,0.0007239822,0.01755667],"category_scores_gemma":[0.0007311591,0.0006313427,0.001037937,0.0005945255,0.0004539235,0.001456537,0.002499114,0.001166465,0.006342352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006266029,"about_ca_system_score_gemma":0.0007067207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830183,"about_ca_topic_score_gemma":0.00326093,"domain_scores_codex":[0.9995604,0.00004967131,0.00002626922,0.0000673205,0.000243315,0.00005308341],"domain_scores_gemma":[0.9997773,0.00003171241,0.00002105253,0.00008545432,0.00005778672,0.00002671273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001156345,0.00009452622,0.001734694,0.0006895051,0.0001459947,0.0005742375,0.0005105752,0.1555086,0.09431807,0.403217,0.03872268,0.3043685],"study_design_scores_gemma":[0.00004067653,0.0001141313,0.000934637,0.0001702694,0.00006908885,0.00117796,0.0001502633,0.3897336,0.05633898,0.08065041,0.4705017,0.0001182275],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009985903,0.0008821589,0.9333959,0.0004250264,0.0003289352,0.00008885255,0.0007836975,0.002653315,0.05145634],"genre_scores_gemma":[0.1787071,0.001619786,0.7865756,0.0003892884,0.00008393263,0.0002437524,0.001841715,0.000943083,0.02959587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01755667,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386385290707798,"score_gpt":0.232579792553219,"score_spread":0.1939412634824392,"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."}}