{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":282,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":282,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"d546fefabcf5","filters":{"topic":"Advanced Optical Imaging Technologies"}},"results":[{"id":"W2109804663","doi":"10.1145/1015706.1015797","title":"High dynamic range display systems","year":2004,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":551,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"York University; University of British Columbia; Sunnybrook Health Science Centre","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Projector; Computer science; Computer graphics (images); Workspace; Software; High dynamic range; Display device; Range (aeronautics); Liquid-crystal display; Systems design; Dynamic range; Computer vision; Artificial intelligence; Engineering; Operating system","authors":[{"name":"Helge Seetzen","is_ca":true},{"name":"Wolfgang Heidrich","is_ca":true},{"name":"Wolfgang Stuerzlinger","is_ca":true},{"name":"Greg Ward","is_ca":true},{"name":"Lorne Whitehead","is_ca":true},{"name":"Matthew Trentacoste","is_ca":true},{"name":"Abhijeet Ghosh","is_ca":true},{"name":"A. Vorozcovs","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009235100929295938,"gpt":0.2286515011869532,"spread":0.2194164002576573,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001044626,0.0006614875,0.0008047547,0.001041569,0.0007557498,0.00279686,0.002156066,0.001669269,0.04010297],"category_scores_gemma":[0.002525505,0.0006050587,0.0005459684,0.001124734,0.0003993595,0.002796091,0.002513386,0.001407405,0.01575031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004408298,"about_ca_system_score_gemma":0.0002953776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004981625,"about_ca_topic_score_gemma":0.0004810622,"domain_scores_codex":[0.9982859,0.0002354034,0.00008295748,0.0003482712,0.0008977361,0.0001496663],"domain_scores_gemma":[0.9983832,0.0005637226,0.0000995977,0.0003450155,0.000478673,0.0001297502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006809901,0.0002417066,0.002092659,0.001409331,0.0001181437,0.0008108545,0.0005820629,0.0041167,0.4255193,0.02913146,0.05738343,0.4779134],"study_design_scores_gemma":[0.0002483537,0.000955911,0.004835125,0.0002488418,0.0001811999,0.007094541,0.0002715884,0.03947088,0.2996002,0.01058201,0.6361444,0.0003669359],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03177067,0.008032072,0.8766943,0.001018609,0.0007615997,0.0004377947,0.0007491978,0.01552201,0.0650137],"genre_scores_gemma":[0.3381915,0.007309517,0.5299761,0.002243536,0.0009093917,0.0007122027,0.002200151,0.001647109,0.1168104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04010297,"threshold_uncertainty_score":0.1341578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"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","authors":[{"name":"Gordon Wetzstein","is_ca":true},{"name":"Douglas Lanman","is_ca":false},{"name":"Wolfgang Heidrich","is_ca":true},{"name":"Ramesh Raskar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0386385290707798,"gpt":0.232579792553219,"spread":0.1939412634824392,"validation_status":"score_only:v0-immature-baseline"},"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"},"labels":[],"label_agreement":null},{"id":"W2030826568","doi":"10.1889/1.1832558","title":"54.2: A High Dynamic Range Display Using Low and High Resolution Modulators","year":2003,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":148,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"High dynamic range; Monochrome; Refresh rate; Liquid-crystal display; Brightness; Display resolution; Display device; Dynamic range; LED display; Luminance; Compensation (psychology); Resolution (logic); High resolution; Computer science; Computer graphics (images); Materials science; Optics; Computer vision; Artificial intelligence; Optoelectronics; Physics","authors":[{"name":"Helge Seetzen","is_ca":true},{"name":"Lorne Whitehead","is_ca":true},{"name":"Greg Ward","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00485245401736134,"gpt":0.21417567993447,"spread":0.2093232259171086,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002532102,0.0002147884,0.0003016502,0.0002647743,0.0002013412,0.0005403223,0.0004096172,0.0003615409,0.003331858],"category_scores_gemma":[0.0003598826,0.0001766939,0.000256074,0.0001566352,0.0002170418,0.0003687446,0.000284384,0.0003624608,0.00116931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002086247,"about_ca_system_score_gemma":0.00016971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003751291,"about_ca_topic_score_gemma":0.0002973035,"domain_scores_codex":[0.9998012,0.00002039365,0.00001060373,0.00004160984,0.00009488811,0.00003129087],"domain_scores_gemma":[0.999891,0.00002816451,0.00001566715,0.0000192276,0.00002689435,0.00001894798],"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":[0.00005623024,0.00003065477,0.0003240994,0.00002801838,0.000006629363,0.0001767352,0.00003491885,0.0003555607,0.9840795,0.001452311,0.0006011315,0.01285415],"study_design_scores_gemma":[0.00005794421,0.0002765152,0.002738498,0.00001358305,0.00004652109,0.001229723,0.00001737509,0.008605028,0.9694628,0.0002427551,0.01728159,0.00002775862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7999402,0.001709603,0.163038,0.0008324095,0.0002370144,0.0001069596,0.0002190624,0.002524738,0.03139218],"genre_scores_gemma":[0.8826981,0.0007406417,0.09219263,0.0002914516,0.000091979,0.00006828445,0.0002335485,0.0001350224,0.02354848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003331858,"threshold_uncertainty_score":0.01114619,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2073305885","doi":"10.1145/2766897","title":"Homogeneous codes for energy-efficient illumination and imaging","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Army Research Laboratory; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Epipolar geometry; Projector; Computer science; Computer vision; Artificial intelligence; Coding (social sciences); Structured light; Shutter; Laser; Efficient energy use; Computer graphics (images); Optics; Physics","authors":[{"name":"Matthew O’Toole","is_ca":true},{"name":"Supreeth Achar","is_ca":false},{"name":"Srinivasa G. Narasimhan","is_ca":false},{"name":"Kiriakos N. Kutulakos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01889781344501618,"gpt":0.2446827308035563,"spread":0.2257849173585402,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004821644,0.0004865153,0.0003035201,0.0005556843,0.0003079462,0.0006501194,0.0005382862,0.0004960109,0.00248549],"category_scores_gemma":[0.001490566,0.0002650359,0.0003552623,0.0006314616,0.001046576,0.0009063442,0.0009380441,0.0008944562,0.0007992099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009342547,"about_ca_system_score_gemma":0.0007688152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115825,"about_ca_topic_score_gemma":0.001768692,"domain_scores_codex":[0.9995702,0.00009966468,0.00001830179,0.00006209224,0.0001956244,0.00005406353],"domain_scores_gemma":[0.99936,0.0002621407,0.00007589124,0.0001313381,0.0001394448,0.00003120118],"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":[0.0001038451,0.00006167893,0.0002812579,0.000145531,0.00001984532,0.00006781874,0.0001367772,0.1920751,0.08004079,0.6074215,0.002793721,0.1168521],"study_design_scores_gemma":[0.00002788327,0.0000874758,0.0001817254,0.00002802205,0.00001170008,0.0001038221,0.00003981696,0.7998409,0.04819463,0.1395854,0.01186835,0.0000302488],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007074392,0.0001791564,0.9889165,0.00008778978,0.00001692995,0.00001874175,0.00003340008,0.0001355966,0.003537483],"genre_scores_gemma":[0.2830911,0.0006536456,0.7073722,0.0001550297,0.00006169103,0.0001596817,0.0001451469,0.000219315,0.008142279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00248549,"threshold_uncertainty_score":0.008314788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3081900187","doi":"10.1088/2040-8986/abb3a4","title":"Roadmap on holography","year":2020,"lang":"en","type":"article","venue":"Journal of Optics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"National Natural Science Foundation of China","keywords":"Optics; Holography; Physics","authors":[{"name":"John T. Sheridan","is_ca":false},{"name":"Raymond K. Kostuk","is_ca":false},{"name":"Antonio Fimia Gil","is_ca":false},{"name":"Y Wang","is_ca":false},{"name":"Wengao Lu","is_ca":false},{"name":"Haizheng Zhong","is_ca":false},{"name":"Yasuo Tomita","is_ca":false},{"name":"Cristian Neipp","is_ca":false},{"name":"Jorge Francés","is_ca":false},{"name":"Sergi Gallego","is_ca":false},{"name":"Inmaculada Pascual","is_ca":false},{"name":"Vera Marinova","is_ca":false},{"name":"S-H Lin","is_ca":false},{"name":"K-Y Hsu","is_ca":false},{"name":"Friedrich‐Karl Bruder","is_ca":false},{"name":"Sven Hansen","is_ca":false},{"name":"Christel Manecke","is_ca":false},{"name":"Richard Meisenheimer","is_ca":false},{"name":"Christian Rewitz","is_ca":false},{"name":"Thomas Rölle","is_ca":false},{"name":"Sergey B. Odinokov","is_ca":false},{"name":"Osamu Matoba","is_ca":false},{"name":"Manoj Kumar","is_ca":false},{"name":"Xiangyu Quan","is_ca":false},{"name":"Yasuhiro Awatsuji","is_ca":false},{"name":"P. Wachulak","is_ca":false},{"name":"Alina V. Gorelaya","is_ca":false},{"name":"Alexander Sevryugin","is_ca":false},{"name":"Egor V. Shalymov","is_ca":false},{"name":"Vladimir Y. Venediktov","is_ca":false},{"name":"Radim Chmelík","is_ca":false},{"name":"Maria Antonietta Ferrara","is_ca":false},{"name":"Giuseppe Coppola","is_ca":false},{"name":"Andrés Márquez","is_ca":false},{"name":"Augusto Beléndez","is_ca":false},{"name":"Weijian Yang","is_ca":false},{"name":"Rafael Yuste","is_ca":false},{"name":"Andrea Bianco","is_ca":false},{"name":"Alessio Zanutta","is_ca":false},{"name":"Claas Falldorf","is_ca":false},{"name":"John J. Healy","is_ca":false},{"name":"Xin Fan","is_ca":false},{"name":"Bryan M. Hennelly","is_ca":false},{"name":"Igor L. Zhurminsky","is_ca":false},{"name":"Marc Schnieper","is_ca":false},{"name":"R. Ferrini","is_ca":false},{"name":"Sören Fricke","is_ca":false},{"name":"Guohai Situ","is_ca":false},{"name":"H Wang","is_ca":false},{"name":"Arkady S. Abdurashitov","is_ca":false},{"name":"Valery V. Tuchin","is_ca":false},{"name":"Nikolay V. Petrov","is_ca":false},{"name":"Takanori Nomura","is_ca":false},{"name":"Derek R. Morim","is_ca":true},{"name":"Kalaichelvi Saravanamuttu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0201339585028146,"gpt":0.2268327256736635,"spread":0.2066987671708489,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00469216,0.001281223,0.0008316193,0.003695033,0.001459768,0.005854763,0.002304483,0.004473255,0.1252378],"category_scores_gemma":[0.005748625,0.000617011,0.001156676,0.003018149,0.002886501,0.01027265,0.004947803,0.004043497,0.03673032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003413381,"about_ca_system_score_gemma":0.006071936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002865815,"about_ca_topic_score_gemma":0.00281542,"domain_scores_codex":[0.9980574,0.0003658727,0.00009710807,0.0002313662,0.0009716463,0.000276589],"domain_scores_gemma":[0.9934835,0.00216444,0.0002303233,0.000677687,0.002560005,0.0008839701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009382636,0.0001089265,0.000282178,0.00244916,0.00002136065,0.0001820869,0.0001400033,0.0007830546,0.002033729,0.1916797,0.3422084,0.4600175],"study_design_scores_gemma":[0.000009072874,0.00003466682,0.0001336671,0.000505601,0.000004375739,0.0001521953,0.00006880594,0.0002055428,0.0004796242,0.01751235,0.9808832,0.00001097083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002329905,0.4821823,0.03575621,0.08551802,0.02957796,0.0003376233,0.001378109,0.00175792,0.3611619],"genre_scores_gemma":[0.03140527,0.6073903,0.06340989,0.02143709,0.01789644,0.0004442158,0.003810961,0.0007593482,0.2534464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1252378,"threshold_uncertainty_score":0.4189622,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231892975","doi":"10.1145/2070781.2024220","title":"Polarization fields","year":2011,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":110,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Division of Information and Intelligent Systems; Defense Advanced Research Projects Agency","keywords":"Polarizer; Liquid-crystal display; Monochromatic color; Polarization (electrochemistry); Color gel; Optics; Attenuation; Brightness; Computer science; Light field; Polarizing filter; Display device; Color filter array; Spatial light modulator; Linear polarization; Materials science; Optical filter; Optoelectronics; Computer vision; Layer (electronics); Physics","authors":[{"name":"Douglas Lanman","is_ca":false},{"name":"Gordon Wetzstein","is_ca":true},{"name":"Matthew Hirsch","is_ca":false},{"name":"Wolfgang Heidrich","is_ca":true},{"name":"Ramesh Raskar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02852859407541617,"gpt":0.2303790044800174,"spread":0.2018504104046012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002173999,0.0006197492,0.0002941657,0.0004194249,0.0007099004,0.001614208,0.0005898136,0.0005841856,0.02601753],"category_scores_gemma":[0.0005457121,0.0003272494,0.0003067109,0.000457179,0.000461528,0.001284467,0.001239959,0.001149783,0.006572598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003898777,"about_ca_system_score_gemma":0.0004635032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003021,"about_ca_topic_score_gemma":0.0003468462,"domain_scores_codex":[0.9997117,0.00002701058,0.0000126033,0.00007104027,0.0001319332,0.00004562265],"domain_scores_gemma":[0.9997212,0.00003197965,0.0000325588,0.00007018397,0.0001112972,0.0000327329],"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":[0.0002598181,0.0001500517,0.001832943,0.0003406705,0.00002877132,0.0004549535,0.0002816897,0.00946378,0.2517205,0.4166751,0.03062377,0.2881679],"study_design_scores_gemma":[0.0001044187,0.0003676977,0.001303626,0.0001467843,0.00004261495,0.001738498,0.0001783151,0.06094814,0.2461787,0.07284109,0.6160419,0.0001082916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.035077,0.001532622,0.6699423,0.001789429,0.0021592,0.0002697532,0.001045318,0.003386138,0.2847982],"genre_scores_gemma":[0.5145054,0.003334503,0.3438961,0.001936407,0.0008222501,0.0005463607,0.001426019,0.001133564,0.1323993],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02601753,"threshold_uncertainty_score":0.08703727,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2169005668","doi":"10.1016/j.cag.2013.10.003","title":"A survey on computational displays: Pushing the boundaries of optics, computation, and perception","year":2013,"lang":"en","type":"article","venue":"Computers & Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":106,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ministerio de Educación, Cultura y Deporte; European Commission; Nvidia","keywords":"Leverage (statistics); Perception; Computer science; Artificial intelligence; Categorization; Human visual system model; Computer vision; Function (biology); Human–computer interaction; Computer graphics (images); Psychology; Image (mathematics)","authors":[{"name":"Belén Masiá","is_ca":false},{"name":"Gordon Wetzstein","is_ca":false},{"name":"Piotr Didyk","is_ca":false},{"name":"Diego Gutiérrez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01577840130004219,"gpt":0.2376397479708864,"spread":0.2218613466708443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001080807,0.001037616,0.001484479,0.003153636,0.0008464573,0.00552391,0.00175862,0.002223671,0.01353731],"category_scores_gemma":[0.003528673,0.0008062188,0.0007197065,0.006016588,0.001643001,0.007679926,0.001902294,0.002446783,0.003857637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009356888,"about_ca_system_score_gemma":0.001574107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00177481,"about_ca_topic_score_gemma":0.002348888,"domain_scores_codex":[0.9990962,0.0002446655,0.00006243584,0.0001379873,0.0003862347,0.00007260589],"domain_scores_gemma":[0.996298,0.002530885,0.00008604397,0.0002676554,0.0006663591,0.0001510889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001279068,0.0001765394,0.001244026,0.005350892,0.00006072249,0.0001041719,0.0003251343,0.002677547,0.002743198,0.1621372,0.05875621,0.7662965],"study_design_scores_gemma":[0.00002471526,0.0001617413,0.001079333,0.002370401,0.00006159316,0.0006491988,0.0004120031,0.00766218,0.00262979,0.08871032,0.8961719,0.00006678278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004678091,0.8481957,0.08858198,0.008869563,0.001341094,0.00006641342,0.0002840128,0.0004600214,0.04752311],"genre_scores_gemma":[0.03229969,0.8930491,0.05530264,0.003170977,0.002706221,0.0001193571,0.0004948787,0.0002613227,0.01259585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01353731,"threshold_uncertainty_score":0.04528683,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4363677179","doi":"10.1038/s41566-023-01188-y","title":"Light sheets for continuous-depth holography and three-dimensional volumetric displays","year":2023,"lang":"en","type":"article","venue":"Nature Photonics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":102,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; Air Force Office of Scientific Research; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Holography; Holographic display; Computer science; Optics; Stereo display; Computer vision; Depth perception; Perpendicular; Artificial intelligence; Augmented reality; Computer graphics (images); Physics; Perception","authors":[{"name":"Ahmed H. Dorrah","is_ca":false},{"name":"Priyanuj Bordoloi","is_ca":false},{"name":"Vinicius S. de Angelis","is_ca":false},{"name":"Jhonas O. de Sarro","is_ca":false},{"name":"Leonardo A. Ambrósio","is_ca":false},{"name":"Michel Zamboni‐Rached","is_ca":false},{"name":"Federico Capasso","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007258770415946717,"gpt":0.2430880268165434,"spread":0.2358292564005967,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001996337,0.0003986767,0.0001797191,0.0005245841,0.0002016847,0.0009073167,0.0004684261,0.0004799794,0.002238402],"category_scores_gemma":[0.0003812738,0.0002662821,0.000222543,0.0004056525,0.0004447421,0.0007260757,0.0006031423,0.0007580608,0.0006414363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289797,"about_ca_system_score_gemma":0.0001726374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001685455,"about_ca_topic_score_gemma":0.0003898036,"domain_scores_codex":[0.9998407,0.00002171929,0.00000688272,0.00001636412,0.0000923015,0.00002200094],"domain_scores_gemma":[0.9997339,0.00009942779,0.00004112724,0.0000554354,0.00004380736,0.00002628767],"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":[0.0001379195,0.00007048633,0.0001692317,0.000254678,0.00001147107,0.0001719445,0.0001467103,0.00362769,0.9098639,0.03817999,0.002627186,0.04473868],"study_design_scores_gemma":[0.000022814,0.0000906757,0.0003979771,0.00003087617,0.000008176587,0.0001571506,0.00004426744,0.01275878,0.9667968,0.004082513,0.01557915,0.00003075884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4673431,0.00866122,0.4435975,0.001235139,0.001163462,0.0003540665,0.001476825,0.00321552,0.07295318],"genre_scores_gemma":[0.8835108,0.002506415,0.1002974,0.0002377838,0.00008731741,0.0001488058,0.0003459935,0.0002094396,0.01265602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002238402,"threshold_uncertainty_score":0.007488191,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2009010336","doi":"10.1038/ncomms6163","title":"Noiseless intensity amplification of repetitive signals by coherent addition using the temporal Talbot effect","year":2014,"lang":"en","type":"article","venue":"Nature Communications","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":94,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Augustana College","keywords":"Waveform; SIGNAL (programming language); Noise (video); Physics; Pulse (music); Amplifier; Energy (signal processing); Intensity (physics); Optics; Amplified spontaneous emission; Computer science; Dispersion (optics); Replica; Talbot effect; Acoustics; Telecommunications; Detector; Bandwidth (computing); Artificial intelligence; Laser","authors":[{"name":"Reza Maram","is_ca":true},{"name":"James van Howe","is_ca":true},{"name":"Ming Li","is_ca":true},{"name":"José Azaña","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0153730577397727,"gpt":0.2850663661472994,"spread":0.2696933084075267,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000276165,0.0003569255,0.0002085488,0.0003517654,0.0001840225,0.0003444865,0.0007088525,0.0003555905,0.0009643491],"category_scores_gemma":[0.0007751139,0.0002050329,0.0001757385,0.0003936225,0.0005877578,0.0007392147,0.0005432426,0.0004105933,0.0002878055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000299873,"about_ca_system_score_gemma":0.0001931476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002138831,"about_ca_topic_score_gemma":0.000377493,"domain_scores_codex":[0.9997465,0.00003292848,0.00001081924,0.00005458175,0.0001260602,0.00002899923],"domain_scores_gemma":[0.9996146,0.0001268042,0.0001175659,0.00005414106,0.00006428307,0.00002260097],"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":[0.00003420805,0.00002293724,0.0001672604,0.00005615985,0.000005843268,0.00008622002,0.00008437686,0.0007580357,0.9868618,0.002240579,0.0001252959,0.009557322],"study_design_scores_gemma":[0.0000110821,0.0001632502,0.0004326321,0.000008305178,0.000007909717,0.0002332291,0.00001848149,0.02382636,0.9728819,0.0006491122,0.001753022,0.00001464483],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6805179,0.001029714,0.3067099,0.0004462491,0.0001022048,0.0001064674,0.00008057446,0.0007563262,0.01025071],"genre_scores_gemma":[0.9293839,0.0004051348,0.06728794,0.0001383289,0.00003885126,0.00004963638,0.00005166696,0.00005809737,0.002586432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009643491,"threshold_uncertainty_score":0.003226042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2474071559","doi":"10.1145/2897824.2925941","title":"The diffractive achromat full spectrum computational imaging with diffractive optics","year":2016,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"U.S. Department of Energy","keywords":"Achromatic lens; Optics; Chromatic aberration; Computer science; Residual; Physics; Image quality; Point spread function; Hyperspectral imaging; Diffraction; Deconvolution; Computer vision; Artificial intelligence; Chromatic scale; Image (mathematics); Algorithm","authors":[{"name":"Yifan Peng","is_ca":true},{"name":"Qiang Fu","is_ca":false},{"name":"Felix Heide","is_ca":true},{"name":"Wolfgang Heidrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007393869934597223,"gpt":0.2208981620850258,"spread":0.2135042921504285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003500537,0.0004756358,0.0003664636,0.0003893684,0.0002060587,0.0007158547,0.0005868837,0.0004011776,0.00113817],"category_scores_gemma":[0.000837358,0.0003240739,0.000461535,0.0004185351,0.0006056161,0.000640274,0.0008290945,0.0005601141,0.0003659022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005239225,"about_ca_system_score_gemma":0.0006617779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007195878,"about_ca_topic_score_gemma":0.00134936,"domain_scores_codex":[0.9997287,0.00004866882,0.00001349318,0.00004137637,0.0001476769,0.00002003863],"domain_scores_gemma":[0.9997022,0.0001134614,0.00003915255,0.00007155936,0.00005445143,0.00001916247],"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":[0.0002231813,0.000137498,0.002200915,0.0005178389,0.0001196703,0.0002999429,0.0003067018,0.2574028,0.430673,0.1348104,0.00217516,0.1711328],"study_design_scores_gemma":[0.00002039514,0.00007317613,0.0003740878,0.00001865734,0.00001224041,0.0002644357,0.00002555719,0.8854458,0.09781833,0.009057689,0.006862759,0.00002687554],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02905538,0.0001583992,0.9673671,0.00008844305,0.00001667581,0.00002607415,0.00004354983,0.0002733057,0.002971024],"genre_scores_gemma":[0.1572607,0.0002111589,0.8402895,0.0000589272,0.000007147051,0.0000525967,0.00007516777,0.00009711099,0.001947748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00113817,"threshold_uncertainty_score":0.003807604,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321606597","doi":"10.1364/optica.483057","title":"Ultrahigh-density 3D holographic projection by scattering-assisted dynamic holography","year":2023,"lang":"en","type":"article","venue":"Optica","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":85,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Advanced Research and Technology Innovation Centre, College of Design and Engineering, National University of Singapore; Natural Science Foundation of Anhui Province; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Holography; Holographic display; Optics; Point cloud; Stereo display; Image plane; Computer science; Digital micromirror device; Scattering; Projection (relational algebra); Multiplexing; Digital holography; Crosstalk; Physics; Artificial intelligence; Telecommunications; Image (mathematics)","authors":[{"name":"Panpan Yu","is_ca":false},{"name":"Yifan Liu","is_ca":false},{"name":"Ziqiang Wang","is_ca":false},{"name":"Jinyang Liang","is_ca":true},{"name":"Xingsi Liu","is_ca":false},{"name":"Yinmei Li","is_ca":false},{"name":"Cheng‐Wei Qiu","is_ca":false},{"name":"Lei Gong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007306404800569883,"gpt":0.2316010034410737,"spread":0.2242945986405039,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001650606,0.0003845471,0.0002800149,0.0002825481,0.0001928647,0.0006507995,0.0004500259,0.000334488,0.001317673],"category_scores_gemma":[0.0002748836,0.0002926111,0.0002274061,0.00034154,0.0005864467,0.0007488232,0.0009370352,0.0006364526,0.0003399056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935925,"about_ca_system_score_gemma":0.0003577442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004318128,"about_ca_topic_score_gemma":0.0008066242,"domain_scores_codex":[0.9998078,0.00001798395,0.000007242195,0.00002306133,0.0001215755,0.00002231062],"domain_scores_gemma":[0.999835,0.00005881123,0.00003054534,0.00003586915,0.00002508076,0.00001477771],"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":[0.00007542733,0.0000625907,0.0009235249,0.000316631,0.00002760816,0.0002652415,0.0001931299,0.009248498,0.889126,0.02471691,0.002132789,0.07291165],"study_design_scores_gemma":[0.00002588629,0.000101279,0.0008093995,0.00002329709,0.00001257635,0.0006150142,0.00005943211,0.06716917,0.9127943,0.003499897,0.01483228,0.0000573998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3414675,0.003672534,0.6289948,0.000578873,0.0002850945,0.0001168904,0.0006224596,0.001885703,0.02237612],"genre_scores_gemma":[0.7765425,0.002478095,0.2174166,0.000182069,0.00007152001,0.00006848833,0.0002873576,0.00009995413,0.002853335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001317673,"threshold_uncertainty_score":0.004408062,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2005796613","doi":"10.1145/2601097.2601122","title":"Eyeglasses-free display","year":2014,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":84,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Division of Information and Intelligent Systems; Natural Sciences and Engineering Research Council of Canada","keywords":"Eyewear; Computer science; Computer vision; Artificial intelligence; Observer (physics); Computer graphics (images); Light field; Depth of field; Contrast (vision); Optics","authors":[{"name":"Fu‐Chung Huang","is_ca":false},{"name":"Gordon Wetzstein","is_ca":false},{"name":"Brian A. Barsky","is_ca":false},{"name":"Ramesh Raskar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01060007925494276,"gpt":0.230921228793407,"spread":0.2203211495384643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008498794,0.0003761406,0.000251683,0.0003156971,0.0003513398,0.000750409,0.0008472662,0.0004293855,0.03031934],"category_scores_gemma":[0.0004912206,0.0001712556,0.0003249637,0.0002302383,0.0001634257,0.0008591528,0.0008793913,0.0004574269,0.004457571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003708365,"about_ca_system_score_gemma":0.0002750233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911771,"about_ca_topic_score_gemma":0.002234634,"domain_scores_codex":[0.999866,0.00001026043,0.000004820584,0.00002408725,0.00007418887,0.00002072306],"domain_scores_gemma":[0.9998333,0.00003125784,0.00001424081,0.00004738008,0.00005646106,0.00001725493],"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":[0.0006872694,0.0001823785,0.002787197,0.0006342627,0.000111138,0.0007686219,0.000441574,0.01356904,0.5440212,0.03269354,0.1016376,0.3024662],"study_design_scores_gemma":[0.0002454217,0.0007168911,0.01507985,0.0001946551,0.000180713,0.002736925,0.0002839395,0.2077431,0.3491981,0.01308071,0.4102758,0.0002639745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2263715,0.003544508,0.5608363,0.001504019,0.0008231468,0.0003050104,0.004062128,0.0200799,0.1824734],"genre_scores_gemma":[0.7653497,0.00137709,0.1359309,0.0009264683,0.0001579853,0.000185801,0.002347166,0.0009507704,0.09277405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03031934,"threshold_uncertainty_score":0.1014283,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2591860053","doi":"10.1117/12.2255831","title":"Hologram stability evaluation for Microsoft HoloLens","year":2017,"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":81,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Robarts Clinical Trials","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Computer science; Holography; Computer graphics (images); Stability (learning theory); Optics; Physics; Machine learning","authors":[{"name":"Reid Vassallo","is_ca":true},{"name":"Adam Rankin","is_ca":true},{"name":"Elvis C. S. Chen","is_ca":true},{"name":"Terry M. Peters","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02595144259545039,"gpt":0.2776532747999925,"spread":0.2517018322045421,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001323854,0.0004142486,0.0002785167,0.0006850982,0.0002937283,0.00066394,0.0005195494,0.0004877955,0.003895889],"category_scores_gemma":[0.00494673,0.0002184552,0.000347669,0.0003516048,0.0005491833,0.0006852901,0.0005565141,0.0003585379,0.0003396037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005224312,"about_ca_system_score_gemma":0.0005682115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001409899,"about_ca_topic_score_gemma":0.001542735,"domain_scores_codex":[0.9989421,0.0001462752,0.00007913094,0.0001339122,0.0006563512,0.00004211279],"domain_scores_gemma":[0.9966316,0.001446104,0.0003697165,0.000226772,0.001172479,0.0001533122],"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":[0.002364427,0.000346173,0.006217064,0.0008909972,0.00007702391,0.0003645891,0.00110466,0.004562432,0.8706903,0.001573064,0.001098765,0.1107104],"study_design_scores_gemma":[0.00008663827,0.006484614,0.03674236,0.0001335257,0.0002230016,0.001465115,0.0005802481,0.02043843,0.9245608,0.000351272,0.008802974,0.0001310406],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8932407,0.002503695,0.09800578,0.0002325334,0.0002561835,0.0004598607,0.0005705027,0.0005728405,0.00415783],"genre_scores_gemma":[0.9438582,0.001088672,0.04945353,0.0001244834,0.00004185282,0.0001733865,0.0004786395,0.0001872675,0.004593991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003895889,"threshold_uncertainty_score":0.01303303,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2125382888","doi":"10.1109/83.841535","title":"Cancellation of image crosstalk in time-sequential displays of stereoscopic video","year":2000,"lang":"en","type":"article","venue":"IEEE Transactions on Image Processing","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Institut National de la Recherche Scientifique","funders":"","keywords":"Computer science; Stereoscopy; Computer vision; Artificial intelligence; Computer graphics (images); Shutter; Image quality; Cathode ray tube; Graphics; Visualization; Computer graphics; Stereo display; Display size; Liquid-crystal display; Display device; Image (mathematics); Optics","authors":[{"name":"Janusz Konrad","is_ca":true},{"name":"B. Lacotte","is_ca":false},{"name":"Éric Dubois","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007774460469381099,"gpt":0.2516951454438486,"spread":0.2439206849744675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005289042,0.00037682,0.0002978789,0.0003349743,0.0002129647,0.0003964108,0.0004173245,0.0003055409,0.0008707979],"category_scores_gemma":[0.001518027,0.0001978662,0.0002712143,0.0003246391,0.0002537068,0.00045766,0.0003105229,0.0002624549,0.000173736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005340811,"about_ca_system_score_gemma":0.0004104166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001810525,"about_ca_topic_score_gemma":0.001606543,"domain_scores_codex":[0.9995104,0.0001098141,0.00001699043,0.00005920693,0.0002472785,0.00005629456],"domain_scores_gemma":[0.999178,0.0004243532,0.0001059455,0.00007109815,0.0001702162,0.00005049091],"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":[0.001219962,0.0002184587,0.005433958,0.0002915307,0.00006130018,0.000539185,0.0004884418,0.1829542,0.5947037,0.01076972,0.001164897,0.2021547],"study_design_scores_gemma":[0.00002866024,0.000356719,0.002281732,0.00001325401,0.00003013521,0.0003632233,0.00006335387,0.8431712,0.1502229,0.001626788,0.001815315,0.00002671222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3716974,0.0003984069,0.6237634,0.00008358504,0.00004264077,0.00003251927,0.00003867992,0.0009859574,0.002957421],"genre_scores_gemma":[0.9335974,0.0002250824,0.06431583,0.00004658129,0.00002283438,0.00001486107,0.00004763512,0.00008750016,0.001642211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001810525,"threshold_uncertainty_score":0.003875077,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2117843877","doi":"10.1145/2601097.2601144","title":"A compressive light field projection system","year":2014,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Division of Information and Intelligent Systems; Natural Sciences and Engineering Research Council of Canada","keywords":"Projector; Projection (relational algebra); Light field; Computer science; Computer graphics (images); Field (mathematics); Compressed sensing; Structured light; Computer vision; Computational photography; Optics; Artificial intelligence; Physics; Image processing; Image (mathematics); Algorithm; Mathematics","authors":[{"name":"Matthew Hirsch","is_ca":false},{"name":"Gordon Wetzstein","is_ca":false},{"name":"Ramesh Raskar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009092405088613064,"gpt":0.2214612467129203,"spread":0.2123688416243072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003045425,0.0005711758,0.0004618233,0.000254665,0.0005048992,0.0009036375,0.0007022932,0.0005380433,0.00825811],"category_scores_gemma":[0.0007433504,0.0002648886,0.0003159733,0.0002815856,0.0005621834,0.001094173,0.00187251,0.0006714957,0.001696447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003662067,"about_ca_system_score_gemma":0.0007196465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296456,"about_ca_topic_score_gemma":0.0009885983,"domain_scores_codex":[0.9995928,0.00007923515,0.00001672403,0.00009297345,0.0001831392,0.00003515519],"domain_scores_gemma":[0.9997105,0.00007320805,0.00002365989,0.00005858214,0.00009136785,0.0000425945],"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":[0.001099296,0.0002507766,0.001785993,0.0002994388,0.00006949896,0.000663788,0.0004207508,0.04823428,0.5080616,0.04679233,0.01438133,0.3779409],"study_design_scores_gemma":[0.0002002696,0.0007687763,0.001155076,0.00005628564,0.00004480183,0.001093073,0.0001126019,0.7912788,0.1588771,0.01010933,0.03617026,0.0001335822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05640481,0.000298655,0.9211183,0.0005294566,0.0001355872,0.000258166,0.0003126533,0.003195824,0.01774661],"genre_scores_gemma":[0.5257267,0.0003938868,0.4546573,0.0004165868,0.0001103622,0.0003164734,0.0004592942,0.0001512337,0.01776813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00825811,"threshold_uncertainty_score":0.0276261,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2009420378","doi":"10.1145/2503144","title":"Focus 3D","year":2013,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Defense Advanced Research Projects Agency; Media Development Authority - Singapore; Division of Information and Intelligent Systems; Alfred P. Sloan Foundation; National Science Foundation","keywords":"Parallax; Computer science; Computer vision; Light field; Accommodation; Binocular disparity; Artificial intelligence; Stereo display; Focus (optics); Lens (geology); Optics; Depth of field; Holographic display; Computer graphics (images); Stereoscopy; Physics; Holography","authors":[{"name":"Andrew Maimone","is_ca":false},{"name":"Gordon Wetzstein","is_ca":false},{"name":"Matthew Hirsch","is_ca":false},{"name":"Douglas Lanman","is_ca":false},{"name":"Ramesh Raskar","is_ca":false},{"name":"Henry Fuchs","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01229712727409842,"gpt":0.2221332833423673,"spread":0.2098361560682689,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000355108,0.001469788,0.00056934,0.001405898,0.000773619,0.003050391,0.001451492,0.00142731,0.157628],"category_scores_gemma":[0.0007813984,0.0006623779,0.0009871526,0.0007230237,0.0004453604,0.001697424,0.00319596,0.001136723,0.05554083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006055621,"about_ca_system_score_gemma":0.0006642004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00256341,"about_ca_topic_score_gemma":0.003565152,"domain_scores_codex":[0.9995793,0.00003521088,0.0000250184,0.00007749959,0.0002373553,0.000045659],"domain_scores_gemma":[0.999731,0.00003199802,0.00001513327,0.00009784271,0.00008992494,0.0000340176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002481561,0.00007361599,0.001038037,0.0008566052,0.00007975151,0.0006523611,0.0005458765,0.006267796,0.05774982,0.09010973,0.3157308,0.5266475],"study_design_scores_gemma":[0.0000378115,0.00005431682,0.0004365089,0.00007541115,0.00002509325,0.0007746501,0.0000583286,0.007838331,0.01285072,0.005642487,0.9721625,0.00004379623],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006993852,0.005245915,0.5366799,0.001903483,0.002761961,0.0004505502,0.006533065,0.02361236,0.415819],"genre_scores_gemma":[0.15766,0.007365987,0.4198352,0.003211671,0.0008474907,0.0009314082,0.01819478,0.008035503,0.3839178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.157628,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2129539511","doi":"10.1109/tbc.2011.2105630","title":"The Effect of Crosstalk on the Perceived Depth From Disparity and Monocular Occlusions","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"York University; Ontario Centres of Excellence; McGill University","keywords":"Crosstalk; Monocular; Stereoscopy; Perception; Depth perception; Computer science; Computer vision; Artificial intelligence; Optics; Psychology; Physics","authors":[{"name":"Inna Tsirlin","is_ca":true},{"name":"Laurie M. Wilcox","is_ca":true},{"name":"Robert S. Allison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02020106916853565,"gpt":0.2291569108383905,"spread":0.2089558416698549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005375071,0.0004685688,0.0002817991,0.0004265859,0.0002467113,0.0004299827,0.0001906551,0.0003980667,0.003690356],"category_scores_gemma":[0.005641783,0.0002398393,0.0002171556,0.0001743374,0.0004350908,0.0006007997,0.0008772697,0.0005042877,0.0001878279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002601267,"about_ca_system_score_gemma":0.0002062641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006013124,"about_ca_topic_score_gemma":0.0004798275,"domain_scores_codex":[0.9993083,0.0002051194,0.00004174955,0.00007541109,0.0002767158,0.00009271946],"domain_scores_gemma":[0.995392,0.003450364,0.0003790581,0.0001681561,0.000316614,0.0002939168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00518539,0.0002515061,0.006693644,0.0004192072,0.00006766,0.0002972827,0.0006797624,0.001636503,0.9549239,0.0005124712,0.0002522447,0.02908059],"study_design_scores_gemma":[0.0003895817,0.009799857,0.4576267,0.0001642632,0.0004718296,0.001905483,0.001258819,0.01322526,0.5110493,0.001586314,0.00238195,0.0001406196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921578,0.0003913319,0.004598343,0.00005675475,0.00004311247,0.00003308752,0.00009667898,0.0000345552,0.002588366],"genre_scores_gemma":[0.9959713,0.0002881539,0.002720596,0.0001043145,0.00003363559,0.00002592587,0.0000968034,0.00002772975,0.0007316074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003690356,"threshold_uncertainty_score":0.01234549,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2315781242","doi":"10.1103/physrevlett.112.213902","title":"Angular Talbot effect","year":2014,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Talbot effect; Angular spectrum method; Diffraction; Physics; Optics; Fresnel diffraction; Angular diameter; Field (mathematics); Huygens–Fresnel principle; Mathematics; Astrophysics","authors":[{"name":"José Azaña","is_ca":true},{"name":"Hugues Guillet de Chatellus","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004961615496062252,"gpt":0.2519448197443822,"spread":0.24698320424832,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002387171,0.000333099,0.0001888425,0.0004064096,0.0002433034,0.0006015426,0.0004481144,0.0004268853,0.003049323],"category_scores_gemma":[0.0007079142,0.0001377933,0.0002390501,0.0001298894,0.0008658321,0.0006108053,0.0004199326,0.0004187077,0.0004165326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002774011,"about_ca_system_score_gemma":0.0002175465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002742572,"about_ca_topic_score_gemma":0.0001479953,"domain_scores_codex":[0.999842,0.00002094012,0.000005289102,0.00002782021,0.00006870993,0.00003521103],"domain_scores_gemma":[0.9997231,0.0001235881,0.0000415908,0.00004755829,0.00003026687,0.00003383192],"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":[0.0001927779,0.00007912153,0.00172025,0.0001825464,0.00002393881,0.0005437069,0.0001459476,0.02711627,0.2346496,0.720495,0.001203042,0.0136478],"study_design_scores_gemma":[0.0000754435,0.0003106164,0.00288615,0.00003738958,0.00004491463,0.001023378,0.0001125265,0.6818192,0.159777,0.1476132,0.006212686,0.0000873618],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5184669,0.001078324,0.3635076,0.0009666081,0.0004178302,0.0001057135,0.0001421397,0.001073208,0.1142416],"genre_scores_gemma":[0.9887878,0.0001766762,0.008996063,0.00008878341,0.00002341049,0.00002065547,0.00002189987,0.0000170955,0.001867543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003049323,"threshold_uncertainty_score":0.01020098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2007144424","doi":"10.1145/1133265.1133305","title":"An evaluation of depth perception on volumetric displays","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Depth perception; Task (project management); Perception; Shutter; Artificial intelligence; Stereo display; Computer vision; BitTorrent tracker; Computer graphics (images); Human–computer interaction; Eye tracking; Engineering; Psychology","authors":[{"name":"Tovi Grossman","is_ca":true},{"name":"Ravin Balakrishnan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02077739682572287,"gpt":0.2864728003861185,"spread":0.2656954035603956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007260435,0.0007141145,0.0004326111,0.0004088918,0.0002215917,0.0006690456,0.0006767855,0.0007813169,0.006444303],"category_scores_gemma":[0.01101632,0.0003040748,0.0003224697,0.0002564652,0.0002879185,0.001171253,0.001141691,0.0004722681,0.0004889057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278884,"about_ca_system_score_gemma":0.0001572439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005730139,"about_ca_topic_score_gemma":0.0002873142,"domain_scores_codex":[0.9991014,0.0002913925,0.00006769495,0.0001199701,0.0002927161,0.0001269084],"domain_scores_gemma":[0.9906284,0.007271362,0.0005635729,0.0004175362,0.0006672232,0.0004518895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007488264,0.001350906,0.004477721,0.001189111,0.0000903777,0.0002701826,0.002596142,0.001787854,0.9257057,0.0006214608,0.0006229909,0.05379924],"study_design_scores_gemma":[0.00210412,0.08827509,0.252092,0.0004752098,0.0008128936,0.002701873,0.003691091,0.04258562,0.59293,0.002541969,0.01139122,0.0003990258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869659,0.000182811,0.01013919,0.00005092319,0.00003098088,0.0001453101,0.0002091561,0.0002208809,0.002054838],"genre_scores_gemma":[0.9839591,0.0002324554,0.01384507,0.0001013434,0.0000414766,0.00016866,0.0002913076,0.00009277034,0.001267615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006444303,"threshold_uncertainty_score":0.02155834,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2769743662","doi":"10.1145/3130800.3130846","title":"Fast gaze-contingent optimal decompositions for multifocal displays","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Computer science; Computer vision; Artificial intelligence; Rendering (computer graphics); Accommodation; Eye tracking; Testbed; Vergence (optics); Focus (optics); Computer graphics (images)","authors":[{"name":"Olivier Mercier","is_ca":true},{"name":"Yusufu N. Sulai","is_ca":false},{"name":"Kevin J. MacKenzie","is_ca":false},{"name":"Marina Zannoli","is_ca":false},{"name":"James Hillis","is_ca":false},{"name":"Derek Nowrouzezahrai","is_ca":true},{"name":"Douglas Lanman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.023494095804947,"gpt":0.2881378103081235,"spread":0.2646437145031765,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004385812,0.000712263,0.0005172776,0.0004813977,0.0003544082,0.0007655041,0.0006181965,0.0005461145,0.004791309],"category_scores_gemma":[0.002166525,0.0003598001,0.0005319075,0.0003407393,0.0003478052,0.0007367862,0.001377121,0.001112919,0.0008934172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007327358,"about_ca_system_score_gemma":0.0006610621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002985605,"about_ca_topic_score_gemma":0.005516803,"domain_scores_codex":[0.999772,0.00004132216,0.00001215186,0.00002705269,0.0001131059,0.00003430939],"domain_scores_gemma":[0.999549,0.0001981601,0.00004737198,0.00006309711,0.00009320196,0.00004919677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007030064,0.000161692,0.002077043,0.000339276,0.00009198193,0.0002729738,0.0007145564,0.3450997,0.122673,0.06041526,0.0114485,0.4560029],"study_design_scores_gemma":[0.00002184707,0.00002619514,0.0002187281,0.00001293796,0.000004258714,0.00003968868,0.00003773431,0.9835427,0.005385078,0.008493502,0.002206498,0.0000108772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02562434,0.0001874981,0.9711757,0.0001086131,0.00003168306,0.00003748016,0.000106875,0.000769163,0.001958693],"genre_scores_gemma":[0.2319196,0.000203852,0.7638958,0.00007227158,0.0000229097,0.00009435191,0.0003403537,0.000401963,0.003048884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004791309,"threshold_uncertainty_score":0.01602858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2139122753","doi":"10.1145/1805964.1805966","title":"Coded aperture projection","year":2010,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Projector; Computer vision; Computer science; Artificial intelligence; Depth of field; Computer graphics (images); Coding (social sciences); Projection (relational algebra); Mathematics; Algorithm","authors":[{"name":"Max Grosse","is_ca":false},{"name":"Gordon Wetzstein","is_ca":true},{"name":"Anselm Grundhöfer","is_ca":false},{"name":"Oliver Bimber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01132737339850066,"gpt":0.2384892941491966,"spread":0.227161920750696,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001758306,0.0006169425,0.0003868474,0.0004851318,0.0003193652,0.001341433,0.0005634779,0.0006182053,0.01467995],"category_scores_gemma":[0.0008788636,0.0002898224,0.0003345952,0.0004501407,0.0004830997,0.0007159014,0.001072619,0.0007523237,0.003190602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004473295,"about_ca_system_score_gemma":0.0004800929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008645753,"about_ca_topic_score_gemma":0.001147302,"domain_scores_codex":[0.9996837,0.00002666032,0.00001273487,0.00005074534,0.0001923258,0.00003377513],"domain_scores_gemma":[0.9994941,0.00009809418,0.00002844106,0.0001574904,0.0001727788,0.00004912552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005073842,0.00009629437,0.0006118456,0.0003825436,0.00004222095,0.0003618121,0.0002276441,0.01118421,0.4427258,0.070021,0.01652543,0.4573139],"study_design_scores_gemma":[0.0001462639,0.0004165983,0.001875539,0.0001068968,0.00003611455,0.002761304,0.0001344484,0.2200055,0.5850936,0.02022115,0.1690671,0.0001356535],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02382412,0.0004567782,0.9389494,0.0001881528,0.0002306633,0.0001420157,0.0003863554,0.002643727,0.03317865],"genre_scores_gemma":[0.2250743,0.0007872029,0.7337627,0.0001510788,0.00006138187,0.0001676277,0.0006567107,0.0004490928,0.03888998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01467995,"threshold_uncertainty_score":0.04910928,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1898425242","doi":"10.1007/s11042-015-2981-y","title":"See in 3D: state of the art of 3D display technologies","year":2015,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"King Saud University","keywords":"Computer science; Stereoscopy; Stereo display; Holography; Emerging technologies; Holographic display; Electronics; Computer graphics (images); Multimedia; Artificial intelligence; Electrical engineering; Optics","authors":[{"name":"Lin Yang","is_ca":true},{"name":"Haiwei Dong","is_ca":true},{"name":"Abdulhameed Alelaiwi","is_ca":false},{"name":"Abdulmotaleb El Saddik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01865979893578169,"gpt":0.2492173223926804,"spread":0.2305575234568988,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00173888,0.0007907395,0.00108097,0.002094032,0.000551722,0.00553841,0.001742012,0.001795104,0.01480686],"category_scores_gemma":[0.002605121,0.000695185,0.0006826522,0.002924698,0.001306255,0.005526292,0.002087326,0.002130415,0.003677803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055945,"about_ca_system_score_gemma":0.0009502717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001568976,"about_ca_topic_score_gemma":0.001912841,"domain_scores_codex":[0.9983565,0.0002040305,0.00007546848,0.0001836682,0.001083002,0.00009731742],"domain_scores_gemma":[0.9975714,0.001334546,0.0001290665,0.0002387444,0.0006353639,0.00009089783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001881971,0.00009370635,0.0009652784,0.003585709,0.00004577666,0.000157473,0.0005189239,0.004085083,0.0295043,0.07683007,0.02784497,0.8561805],"study_design_scores_gemma":[0.0000144334,0.0001313821,0.001303152,0.001389312,0.000061178,0.001212123,0.0003280283,0.01576217,0.04188953,0.02813886,0.9096062,0.0001635713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00962592,0.7211246,0.1955527,0.004045119,0.001760895,0.00009754134,0.0007430818,0.001958139,0.06509204],"genre_scores_gemma":[0.1058996,0.7204147,0.1341051,0.002748813,0.002748848,0.0001651442,0.001325601,0.001004206,0.03158801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01480686,"threshold_uncertainty_score":0.0495339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2027733757","doi":"10.1364/ao.45.007334","title":"Viewing angle enhancement for two- and three-dimensional holographic displays with random superresolution phase masks","year":2006,"lang":"en","type":"article","venue":"Applied Optics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. John’s Health Sciences Centre","funders":"","keywords":"Holography; Viewing angle; Pixel; Optics; Holographic display; Computer science; Bandwidth (computing); Image quality; Miniaturization; Stereo display; Liquid-crystal display; Phase (matter); Spatial light modulator; Artificial intelligence; Computer vision; Physics; Image (mathematics); Materials science; Telecommunications","authors":[{"name":"Edward Buckley","is_ca":false},{"name":"Adrian Cable","is_ca":true},{"name":"Nic Lawrence","is_ca":true},{"name":"Tim D. Wilkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009805341241541624,"gpt":0.2350928815288475,"spread":0.2252875402873059,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001678365,0.0003768347,0.0001826989,0.000217498,0.0001207364,0.0004652567,0.0003814006,0.0002463921,0.001401528],"category_scores_gemma":[0.0006487902,0.0002665457,0.0001555238,0.0002090957,0.0001912717,0.0004443535,0.0003681179,0.0002729917,0.0003172836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622866,"about_ca_system_score_gemma":0.000118868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000194475,"about_ca_topic_score_gemma":0.0003644988,"domain_scores_codex":[0.999876,0.00002332281,0.000008511054,0.0000190426,0.00006084476,0.00001234649],"domain_scores_gemma":[0.9994862,0.0002486522,0.0001045598,0.00006083531,0.00006052594,0.0000390818],"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":[0.0001924037,0.00002130266,0.0002989942,0.00004117866,0.000003517986,0.00006941949,0.00002915986,0.001326995,0.9812413,0.001587267,0.0001170653,0.01507147],"study_design_scores_gemma":[0.0000418401,0.0002021175,0.001574157,0.000006540755,0.00001381149,0.0004220092,0.0000174657,0.03250398,0.9622357,0.0003477521,0.002612939,0.00002169274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7779598,0.001160182,0.2129413,0.0002180174,0.00007583571,0.00005576963,0.000103186,0.0007278433,0.006758183],"genre_scores_gemma":[0.8661863,0.0009718757,0.1303061,0.00006024563,0.00003705047,0.00002805837,0.00009806997,0.0001092709,0.002202964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001401528,"threshold_uncertainty_score":0.004688501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2346395279","doi":"10.1145/2857051","title":"High Brightness HDR Projection Using Dynamic Freeform Lensing","year":2016,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"King Abdullah University of Science and Technology","keywords":"Projector; Computer science; Luminance; Brightness; Computer vision; Stereoscopy; Computer graphics (images); Artificial intelligence; Frame rate; Projection (relational algebra); Image quality; Optics; Image (mathematics); Physics","authors":[{"name":"Gerwin Damberg","is_ca":true},{"name":"James Gregson","is_ca":true},{"name":"Wolfgang Heidrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01843043098456143,"gpt":0.2502068029867147,"spread":0.2317763720021532,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001486823,0.0004041288,0.0002704304,0.0002180532,0.0001768185,0.000639037,0.0006483612,0.0002641824,0.00366747],"category_scores_gemma":[0.0003556742,0.0002573161,0.0003141602,0.0002522358,0.000310253,0.0007100357,0.0008087831,0.0004068941,0.0009764936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004120562,"about_ca_system_score_gemma":0.0003420151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001377878,"about_ca_topic_score_gemma":0.001729533,"domain_scores_codex":[0.9997806,0.00002011887,0.000006610486,0.00003240337,0.0001421015,0.00001821395],"domain_scores_gemma":[0.9998797,0.00002826003,0.00001410514,0.00003111062,0.00003552968,0.00001129298],"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":[0.0001812324,0.0001019257,0.001117668,0.0002562474,0.00005804481,0.0001978373,0.0002291782,0.07073469,0.4752821,0.03427413,0.004039745,0.4135272],"study_design_scores_gemma":[0.00007317652,0.0003473138,0.001546081,0.00004627675,0.00003041446,0.0007291525,0.00005523169,0.7135091,0.2468358,0.006767916,0.02997976,0.00007973961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03703176,0.0002211139,0.9522887,0.00008453753,0.00002133322,0.00004627762,0.00004374129,0.001407534,0.0088551],"genre_scores_gemma":[0.3217392,0.0003467788,0.6691051,0.00005487869,0.00002677948,0.00006128574,0.0001237244,0.0002182096,0.008324093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00366747,"threshold_uncertainty_score":0.0122689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1983965517","doi":"10.1889/1.1832295","title":"LP‐1: <i>Late‐News Poster:</i> High Efficiency Reconfigurable 2D/3D Autostereoscopic Display","year":2003,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Autostereoscopy; Polarizer; Liquid-crystal display; Microlens; Optics; Stereo display; Birefringence; Computer science; Optoelectronics; Materials science; Liquid crystal on silicon; Lens (geology); Computer hardware; Stereoscopy; Computer graphics (images); Physics","authors":[{"name":"Graham J. Woodgate","is_ca":true},{"name":"Jonathan Harrold","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005882626433708766,"gpt":0.2123242133024393,"spread":0.2064415868687305,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001499447,0.000287532,0.0001745715,0.0003795347,0.0003184303,0.001125846,0.0005251069,0.0007380335,0.03635544],"category_scores_gemma":[0.0001424662,0.0002084007,0.0001963402,0.0001863993,0.0001613164,0.0004079516,0.0003018732,0.0007406246,0.01066194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003505716,"about_ca_system_score_gemma":0.0001154903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004575834,"about_ca_topic_score_gemma":0.0009835946,"domain_scores_codex":[0.9998952,0.000009511888,0.000002295259,0.0000196802,0.00004597462,0.000027292],"domain_scores_gemma":[0.9999042,0.00001277126,0.000006159809,0.00001344806,0.0000407463,0.00002269765],"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":[0.0009429591,0.0001574627,0.0008286253,0.0001795504,0.00002942439,0.0009818824,0.0001046612,0.0008615493,0.6701502,0.004068092,0.2391795,0.08251623],"study_design_scores_gemma":[0.0001215436,0.0004157771,0.006337285,0.0000303368,0.00004143517,0.001259273,0.00007749914,0.01113228,0.6440869,0.0007208056,0.3357035,0.00007330309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.224794,0.003531185,0.1078747,0.006835733,0.005543284,0.0003598701,0.004903554,0.01734026,0.6288173],"genre_scores_gemma":[0.4731108,0.001023548,0.02639712,0.000930639,0.001150498,0.00011392,0.002955935,0.001020245,0.4932974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03635544,"threshold_uncertainty_score":0.1216211,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2006248844","doi":"10.1364/ao.39.000040","title":"Optical configuration and color-representation range of a variable-pitch dot matrix holographic printer","year":2000,"lang":"en","type":"article","venue":"Applied Optics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Laurentian University","funders":"","keywords":"Optics; Holography; Dot matrix; Grating; Holographic display; Pixel; Viewing angle; Dot pitch; Orientation (vector space); Physics; Materials science; Computer science; Liquid-crystal display; Computer graphics (images)","authors":[{"name":"Chih‐Kung Lee","is_ca":true},{"name":"Jeremy Wen-Jong Wu","is_ca":false},{"name":"Chih-Wen Tu","is_ca":false},{"name":"Yi-An Han","is_ca":false},{"name":"Eric Hong-Zong Liao","is_ca":false},{"name":"Jeffrey Chi-Tang Hsieh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00850681133774277,"gpt":0.241329842112246,"spread":0.2328230307745032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004524209,0.0004493158,0.0004042835,0.0007990652,0.0005220991,0.000733368,0.0009073862,0.0005286313,0.005966092],"category_scores_gemma":[0.0006277188,0.0005704378,0.0001625215,0.0006094588,0.0003884464,0.0006276006,0.0003342547,0.0005065044,0.001311286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004348029,"about_ca_system_score_gemma":0.0005636127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006123678,"about_ca_topic_score_gemma":0.0007230589,"domain_scores_codex":[0.9994882,0.00008301146,0.00004495779,0.0001272373,0.0002187006,0.00003775877],"domain_scores_gemma":[0.9993399,0.0001938252,0.00007453076,0.0001324064,0.0002064758,0.00005282417],"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":[0.0005078999,0.0001325381,0.001881881,0.0004012839,0.0000283088,0.0005999301,0.0002211836,0.004077218,0.8885926,0.009292183,0.002698005,0.09156696],"study_design_scores_gemma":[0.0002663673,0.0008071204,0.00581165,0.00005050896,0.0001071943,0.005543328,0.00008572506,0.01661089,0.9230295,0.00144441,0.04608294,0.0001602307],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3360588,0.002187836,0.6065853,0.0007294557,0.0004434062,0.0008382059,0.001093612,0.004189567,0.04787389],"genre_scores_gemma":[0.5890503,0.0007481862,0.4014429,0.0002398886,0.0000805074,0.0003247506,0.0003188161,0.0001698895,0.007624839],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005966092,"threshold_uncertainty_score":0.01995856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2002519761","doi":"10.1167/13.14.1","title":"The dichoptiscope: An instrument for investigating cues to motion in depth","year":2013,"lang":"en","type":"article","venue":"Journal of Vision","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Stereoscopy; Vergence (optics); Computer vision; Parallax; Monocular; Depth perception; Binocular disparity; Artificial intelligence; Stereopsis; Accommodation; Object (grammar); Binocular vision; Computer science; Motion (physics); Computer graphics (images); Optics; Psychology; Perception; Physics","authors":[{"name":"I. P. Howard","is_ca":true},{"name":"Kanao Fukuda","is_ca":false},{"name":"Robert S. Allison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01941015397243234,"gpt":0.2978781827170822,"spread":0.2784680287446498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006757205,0.0005492268,0.0005058359,0.001225181,0.0003868247,0.0005454276,0.0006691703,0.0006750211,0.002339826],"category_scores_gemma":[0.0006156402,0.0003995729,0.000384474,0.0005669384,0.0006526393,0.001094184,0.001451742,0.0009849619,0.0003922838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003788101,"about_ca_system_score_gemma":0.0005434614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003331222,"about_ca_topic_score_gemma":0.0005894312,"domain_scores_codex":[0.9996781,0.00006173703,0.00001610619,0.00006989227,0.0001372083,0.00003698272],"domain_scores_gemma":[0.9994401,0.0002141506,0.0000760962,0.0001018328,0.00006201049,0.0001058001],"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":[0.0004152152,0.00009687109,0.003373293,0.0003626686,0.00003038827,0.0002126157,0.0001179289,0.0003190641,0.9049881,0.004302712,0.001565357,0.08421576],"study_design_scores_gemma":[0.0002616639,0.001875492,0.03092022,0.0001424457,0.0001711818,0.008281189,0.0002485805,0.01252137,0.8472615,0.003773157,0.09429857,0.0002445262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.229871,0.01134446,0.738377,0.0006073447,0.000459889,0.0008264497,0.002118008,0.002867213,0.01352873],"genre_scores_gemma":[0.2176572,0.003815959,0.7715584,0.0003598924,0.0001159263,0.00069543,0.000612967,0.0002113371,0.004972878],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002339826,"threshold_uncertainty_score":0.00782752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1968837137","doi":"10.1117/12.474093","title":"Improving the visual comfort of stereoscopic images","year":2003,"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":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer vision; Computer science; Artificial intelligence; Stereoscopy; Computer graphics (images); Frame (networking); Stereopsis; Stereo camera","authors":[{"name":"Lew B. Stelmach","is_ca":true},{"name":"Wa James Tam","is_ca":true},{"name":"Filippo Speranza","is_ca":true},{"name":"Ronald Renaud","is_ca":true},{"name":"Taali Martin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009232654368007567,"gpt":0.2345707092690104,"spread":0.2253380549010028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004964974,0.0008099203,0.0004408308,0.0007994323,0.0002333324,0.0007667004,0.0005488914,0.0005893318,0.006965065],"category_scores_gemma":[0.004381284,0.0002841341,0.0006212569,0.0003960606,0.0003246258,0.0007772131,0.001083565,0.0004845801,0.0004271918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000331765,"about_ca_system_score_gemma":0.0002025784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009941331,"about_ca_topic_score_gemma":0.0008199719,"domain_scores_codex":[0.9994602,0.0001222598,0.00004150304,0.00006502431,0.000204084,0.0001070003],"domain_scores_gemma":[0.9983896,0.0006934864,0.0001100323,0.0001956068,0.0004742286,0.0001369609],"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":[0.009778026,0.0005664657,0.009685778,0.001402528,0.0003365958,0.0008547371,0.001497485,0.01360313,0.7821042,0.001373564,0.001631598,0.177166],"study_design_scores_gemma":[0.0006907688,0.01218832,0.148536,0.0002818275,0.0009403239,0.003249042,0.001996337,0.04394705,0.7759998,0.002213967,0.009486367,0.0004702442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764414,0.0004412835,0.01962657,0.00007766329,0.00006291477,0.00007708184,0.000326908,0.0002271286,0.002718986],"genre_scores_gemma":[0.9847161,0.0002739287,0.01324753,0.00007936325,0.00001936975,0.00004814906,0.0002305031,0.00008051915,0.001304521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006965065,"threshold_uncertainty_score":0.02330047,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2318103481","doi":"10.1386/public.24.47.149_1","title":"Perceptual artefacts, suspension of disbelief and realism in stereoscopic 3D film","year":2013,"lang":"en","type":"article","venue":"Public","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Realism; Illusion; Perception; Stereoscopy; Movie theater; Fidelity; Aesthetics; Scale (ratio); Psychology; Computer science; Visual arts; Art; Cognitive psychology; Artificial intelligence; Geography","authors":[{"name":"Robert S. Allison","is_ca":true},{"name":"Laurie M. Wilcox","is_ca":true},{"name":"Ali Kazimi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0118048098456229,"gpt":0.2064154410147653,"spread":0.1946106311691424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004226172,0.0003620445,0.0001956081,0.001171419,0.002188551,0.005704812,0.0007038276,0.00105008,0.003663945],"category_scores_gemma":[0.01395261,0.0003610443,0.0002870379,0.0004370917,0.008690429,0.003019993,0.005913,0.001940658,0.0001975281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090333,"about_ca_system_score_gemma":0.0003761137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009949352,"about_ca_topic_score_gemma":0.0009695902,"domain_scores_codex":[0.9960401,0.002163285,0.0001703251,0.00023084,0.00118296,0.0002125448],"domain_scores_gemma":[0.9922097,0.00456254,0.001192768,0.0009685592,0.0007606072,0.000305778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001245142,0.00013026,0.01071897,0.0009697686,0.00008587275,0.004283011,0.4543941,0.002720144,0.07635704,0.360703,0.005267706,0.083125],"study_design_scores_gemma":[0.0002689224,0.001551065,0.05943645,0.001686302,0.0002228824,0.01497943,0.3026904,0.01607628,0.05678381,0.2507673,0.2949934,0.0005437777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227521,0.00141637,0.03555622,0.004137334,0.0003161679,0.00007859368,0.00007187183,0.0002134917,0.1354578],"genre_scores_gemma":[0.9957901,0.0001100194,0.002270509,0.00008918238,0.00002244789,0.00001088437,0.000009411226,0.00002267914,0.001674817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005704812,"threshold_uncertainty_score":0.02235043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105733186","doi":"10.1145/2578153.2578170","title":"Gaze-contingent depth of field in realistic scenes","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Accommodation; Vergence (optics); Stereoscopy; Computer vision; Computer science; Artificial intelligence; Monocular; Gaze; Focus (optics); Depth of field; Fixation (population genetics); Depth perception; Virtual reality; Stereo display; Eye movement; Computer graphics (images); Psychology; Optics; Perception","authors":[{"name":"Margarita Vinnikov","is_ca":true},{"name":"Robert S. Allison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007330489998127008,"gpt":0.2252998098750778,"spread":0.2179693198769508,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002376604,0.0002652857,0.0002016269,0.0003306195,0.0001944789,0.0003437412,0.000190155,0.0002625598,0.002943787],"category_scores_gemma":[0.003447218,0.0001939372,0.0001363399,0.0001531741,0.0002115446,0.0003250222,0.0005813268,0.0003351842,0.0001838882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004781484,"about_ca_system_score_gemma":0.0003043462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004396987,"about_ca_topic_score_gemma":0.004125623,"domain_scores_codex":[0.999832,0.00003644613,0.000008126944,0.0000333056,0.00004425098,0.0000459095],"domain_scores_gemma":[0.999443,0.0003006462,0.00008455637,0.00003365069,0.00005850461,0.00007956073],"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":[0.004022911,0.0002355682,0.006077948,0.0003198724,0.00005065733,0.0003487546,0.0007708455,0.004617556,0.9581003,0.001066383,0.001339593,0.02304962],"study_design_scores_gemma":[0.0006911245,0.005366299,0.732208,0.0003475411,0.0002120616,0.002159037,0.0008722962,0.06434299,0.1810157,0.004612742,0.008015013,0.0001570902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904399,0.000524373,0.004386338,0.0001021343,0.0000343996,0.00009642226,0.000638768,0.0001137361,0.003663958],"genre_scores_gemma":[0.9970906,0.0002415983,0.001534433,0.00005150661,0.00001017336,0.00003518748,0.0002686079,0.00002592636,0.0007419601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004396987,"threshold_uncertainty_score":0.009847939,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016433393","doi":"10.1109/tcsvt.2013.2291281","title":"Visual Comfort Amelioration Technique for Stereoscopic Images: Disparity Remapping to Mitigate Global and Local Discomfort Causes","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Naturalness; Stereoscopy; Computer vision; Artificial intelligence; Process (computing); Stereopsis; Visualization; Range (aeronautics); Binocular disparity","authors":[{"name":"Hosik Sohn","is_ca":false},{"name":"Yong Ju Jung","is_ca":false},{"name":"Seong-il Lee","is_ca":false},{"name":"Filippo Speranza","is_ca":true},{"name":"Yong Man Ro","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01566747706812895,"gpt":0.2727946510647468,"spread":0.2571271739966178,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001868141,0.0006556088,0.000300627,0.0004929202,0.0002050259,0.0003059594,0.0006062724,0.0003305454,0.001522477],"category_scores_gemma":[0.0005803771,0.0001484057,0.0003994828,0.0002341247,0.0002101068,0.0005278169,0.0005830334,0.0005709635,0.0002062586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002562276,"about_ca_system_score_gemma":0.0003123382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007317226,"about_ca_topic_score_gemma":0.001060932,"domain_scores_codex":[0.9998478,0.00002589807,0.000006592012,0.00002204815,0.00007980942,0.00001785465],"domain_scores_gemma":[0.9998437,0.00004000612,0.00002800812,0.00002928423,0.00004718177,0.00001178582],"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":[0.0002643312,0.000160791,0.00123789,0.0003468301,0.00007168854,0.0003560429,0.0002486953,0.03658794,0.5812446,0.004696823,0.001560673,0.3732236],"study_design_scores_gemma":[0.0001019494,0.0009784269,0.006924638,0.00007883571,0.0001648761,0.002597203,0.0002385007,0.6739706,0.2935392,0.006388763,0.01488181,0.0001352759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08001778,0.000779507,0.9157703,0.0001518371,0.00007074363,0.0000800344,0.00005575081,0.0004581393,0.002615894],"genre_scores_gemma":[0.6221471,0.0007098644,0.3742079,0.0001571028,0.00008623647,0.00007921704,0.00009525291,0.00008997739,0.002427295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001522477,"threshold_uncertainty_score":0.005093217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2038733276","doi":"10.1364/oe.19.006064","title":"Characterization of holographically generated beams via phase retrieval based on Wigner distribution projections","year":2011,"lang":"en","type":"article","venue":"Optics Express","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute for Microstructural Sciences","funders":"Ministerio de Ciencia e Innovación; European Social Fund; Comunidad de Madrid","keywords":"Spatial light modulator; Holography; Optics; Computer-generated holography; Phase retrieval; Gaussian; Paraxial approximation; Scalar (mathematics); Holographic display; Wigner distribution function; Physics; Phase (matter); Amplitude; Beam (structure); Fourier transform; Quantum; Mathematics; Quantum mechanics","authors":[{"name":"José A. Rodrigo","is_ca":false},{"name":"Tatiana Alieva","is_ca":false},{"name":"Alejandro Cámara","is_ca":false},{"name":"Óscar Martínez-Matos","is_ca":false},{"name":"Pavel Cheben","is_ca":true},{"name":"M. L. Calvo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0192945741453498,"gpt":0.2426646509052434,"spread":0.2233700767598936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004462798,0.0003111093,0.0002779901,0.0005745945,0.000124302,0.0005746479,0.0004366071,0.0002680762,0.0007802582],"category_scores_gemma":[0.001017714,0.0001666701,0.0001394487,0.0004124144,0.0006838461,0.0007711143,0.000370621,0.0003236928,0.000214306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002773037,"about_ca_system_score_gemma":0.0004231443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247491,"about_ca_topic_score_gemma":0.0003861871,"domain_scores_codex":[0.9997205,0.00005736598,0.00001213256,0.00003654748,0.0001552774,0.00001812438],"domain_scores_gemma":[0.9993029,0.0003005513,0.0001717882,0.0001178975,0.00008676149,0.00002011961],"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":[0.0002184239,0.00007085486,0.001587661,0.0001462458,0.00002370619,0.00008216377,0.0001351217,0.0079294,0.9242487,0.01121261,0.0001139752,0.05423119],"study_design_scores_gemma":[0.00003706161,0.0001498397,0.002346498,0.0000111515,0.00001484157,0.0001914104,0.00003859875,0.08422316,0.9108785,0.001312564,0.0007620449,0.00003433181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5687651,0.0004349683,0.4273757,0.00009443302,0.00002275425,0.0001045207,0.0001972039,0.0002890891,0.002716221],"genre_scores_gemma":[0.7529614,0.000420277,0.245222,0.00003008568,0.00001591497,0.00007972942,0.0001570486,0.0000403181,0.00107332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007802582,"threshold_uncertainty_score":0.002610207,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2097048977","doi":"10.1145/2461912.2461925","title":"Adaptive image synthesis for compressive displays","year":2013,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Defense Advanced Research Projects Agency; Alfred P. Sloan Foundation","keywords":"Computer science; Rendering (computer graphics); High dynamic range; Computer vision; Stereoscopy; Computer graphics (images); Artificial intelligence; Light field; Compressed sensing; Set (abstract data type); Global illumination; Dynamic range","authors":[{"name":"Felix Heide","is_ca":true},{"name":"Gordon Wetzstein","is_ca":false},{"name":"Ramesh Raskar","is_ca":false},{"name":"Wolfgang Heidrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0176236540023535,"gpt":0.2382808043778286,"spread":0.2206571503754751,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003580109,0.0004085547,0.00030148,0.0002352442,0.0001741294,0.0005059246,0.0003967401,0.0004549873,0.002609717],"category_scores_gemma":[0.001182676,0.0001858164,0.0003418872,0.0002435382,0.0006086476,0.0006183058,0.0008205653,0.0008421848,0.000422882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003696109,"about_ca_system_score_gemma":0.0003086525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007481335,"about_ca_topic_score_gemma":0.0007967633,"domain_scores_codex":[0.9997239,0.00007770323,0.000009876559,0.00004577636,0.0001259461,0.00001684866],"domain_scores_gemma":[0.9996501,0.0002156682,0.00002859293,0.00004336361,0.00004772159,0.00001462792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002521057,0.00007281647,0.0004188529,0.0002269675,0.00005174612,0.0001039635,0.000180723,0.5071102,0.1422538,0.1239414,0.003866006,0.2215215],"study_design_scores_gemma":[0.00001858838,0.00003744936,0.00008484479,0.000009685057,0.00000550298,0.00004098668,0.00001093168,0.971611,0.0112388,0.01353625,0.003396175,0.000009750122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006182687,0.0002409439,0.9910762,0.0001366604,0.00002181842,0.0000161267,0.00002892467,0.000189854,0.002106622],"genre_scores_gemma":[0.3792928,0.001085949,0.6120378,0.0002650058,0.0001984752,0.0001554491,0.0001850575,0.0001840499,0.006595462],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002609717,"threshold_uncertainty_score":0.008730412,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1961099530","doi":"10.1109/tvcg.2015.2450745","title":"SmartColor: Real-Time Color and Contrast Correction for Optical See-Through Head-Mounted Displays","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Visualization and Computer Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer graphics (images); Contrast (vision); Computer vision; Head (geology); Artificial intelligence; Optical head-mounted display; Visualization","authors":[{"name":"Juan David Hincapié-Ramos","is_ca":true},{"name":"Levko Ivanchuk","is_ca":true},{"name":"Srikanth Kirshnamachari Sridharan","is_ca":true},{"name":"Pourang Irani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02070720586348604,"gpt":0.2999819109639182,"spread":0.2792747051004322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003939288,0.0008617337,0.0003827394,0.0007570739,0.0003622877,0.0009844271,0.001750345,0.0005281677,0.01377663],"category_scores_gemma":[0.001954262,0.000416271,0.0003944192,0.0004589628,0.0003716548,0.0008840978,0.001156892,0.000645017,0.001991695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00050551,"about_ca_system_score_gemma":0.0003765803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107531,"about_ca_topic_score_gemma":0.002819805,"domain_scores_codex":[0.9995906,0.00004434006,0.00001217296,0.00004052832,0.000262814,0.00004955812],"domain_scores_gemma":[0.9993007,0.0002059914,0.00007696697,0.0001742917,0.0001654763,0.00007661377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002046785,0.0003371704,0.002308674,0.0004064932,0.00007113544,0.0006337241,0.0003437994,0.009381359,0.3798233,0.004699216,0.02874678,0.5712015],"study_design_scores_gemma":[0.0004014948,0.001148598,0.006858081,0.00009256422,0.0001119936,0.001941837,0.0001042553,0.2655746,0.6266688,0.002936301,0.09388345,0.0002780706],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06759456,0.0005885295,0.8389798,0.0002314797,0.0001734635,0.0004724392,0.0006236855,0.08398026,0.007355694],"genre_scores_gemma":[0.4304424,0.0005237482,0.5452089,0.0003227067,0.00007530514,0.0002861475,0.0009705976,0.006939509,0.01523058],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01377663,"threshold_uncertainty_score":0.04608744,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1970320385","doi":"10.1111/j.1467-8659.2010.01660.x","title":"Optical Image Processing Using Light Modulation Displays","year":2010,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Nvidia","keywords":"Computer science; Computer vision; Artificial intelligence; Monocular; Filter (signal processing); Contrast (vision); Image processing; Human visual system model; Modulation (music); Computer graphics (images); Image (mathematics)","authors":[{"name":"Gordon Wetzstein","is_ca":true},{"name":"Wolfgang Heidrich","is_ca":true},{"name":"David Luebke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008851680451323,"gpt":0.2390690557480525,"spread":0.2302173752967295,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001236818,0.0002351403,0.0001236544,0.0002313176,0.000151517,0.0005294694,0.0003874798,0.00023144,0.002253401],"category_scores_gemma":[0.0004512394,0.0001132078,0.0001456539,0.0001685009,0.0002711001,0.0004754703,0.000439939,0.0002838771,0.0003796407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878191,"about_ca_system_score_gemma":0.0001107414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002077955,"about_ca_topic_score_gemma":0.0002258147,"domain_scores_codex":[0.99991,0.00001728967,0.00000347806,0.00001339381,0.00004492592,0.00001089307],"domain_scores_gemma":[0.9998075,0.0000870673,0.0000249975,0.00002534436,0.00004194069,0.00001313442],"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":[0.0002167542,0.00005456025,0.0005450842,0.0001091056,0.00001242471,0.0001373514,0.00007821643,0.003880508,0.8896127,0.008758293,0.0008114283,0.0957835],"study_design_scores_gemma":[0.00008056899,0.0004546102,0.001957765,0.00004474019,0.00002613281,0.0004818127,0.00004267319,0.1161664,0.8557171,0.005086632,0.01991004,0.00003159737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3695694,0.001102828,0.6092578,0.0005323911,0.0001434375,0.0001398547,0.00006702224,0.001134604,0.01805266],"genre_scores_gemma":[0.8096679,0.0006407837,0.1841932,0.0002040398,0.00007500431,0.00005808428,0.00003487436,0.00004941806,0.00507668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002253401,"threshold_uncertainty_score":0.007538438,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2345912107","doi":"10.1007/s00542-016-2955-7","title":"Micromirror based virtual image automotive head-up display","year":2016,"lang":"en","type":"article","venue":"Microsystem Technologies","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Head-up display; Digital micromirror device; Reflector (photography); Optics; Computer science; Actuator; Virtual image; Laser; Automotive industry; Engineering; Physics; Artificial intelligence","authors":[{"name":"Chao Fan","is_ca":true},{"name":"Siyuan He","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008456764337537207,"gpt":0.2336568947789679,"spread":0.2252001304414307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001591869,0.0004372515,0.00044713,0.0002548457,0.0002194477,0.000582537,0.001166959,0.0004730702,0.00838722],"category_scores_gemma":[0.0003230069,0.0002945103,0.0003055889,0.0001784778,0.0001494447,0.0004958927,0.0008610939,0.0004142665,0.001357419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002685686,"about_ca_system_score_gemma":0.0003039907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006336337,"about_ca_topic_score_gemma":0.0008444955,"domain_scores_codex":[0.999702,0.00003040167,0.00001143662,0.00005449521,0.0001452689,0.0000562995],"domain_scores_gemma":[0.9998037,0.00004560249,0.00002410037,0.00003909149,0.00006405953,0.00002350581],"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":[0.0009094955,0.00008969825,0.0008583001,0.0001885801,0.00003836868,0.0006072695,0.0001437385,0.003400052,0.9240168,0.002232886,0.005063428,0.06245139],"study_design_scores_gemma":[0.00008041249,0.0008781819,0.00402817,0.00002151506,0.00006233811,0.002227988,0.0001090152,0.08495528,0.8875323,0.0004533133,0.01956367,0.00008787704],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.535758,0.001800118,0.4057427,0.0006511585,0.0007946405,0.0002186278,0.0009494551,0.01006859,0.04401672],"genre_scores_gemma":[0.8975637,0.0003332208,0.07797896,0.0001848631,0.00006473014,0.00006184255,0.000283177,0.0001760867,0.02335337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00838722,"threshold_uncertainty_score":0.02805799,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3137751744","doi":"10.1145/1882261.1866166","title":"Light reallocation for high contrast projection using an analog micromirror array","year":2010,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Projector; Brightness; Computer science; Spatial light modulator; Contrast (vision); Optics; Process (computing); Projection (relational algebra); Computer vision; Software; Image quality; Light intensity; Image (mathematics); Artificial intelligence; Computer graphics (images); Physics; Algorithm","authors":[{"name":"Reynald Hoskinson","is_ca":true},{"name":"Boris Stoeber","is_ca":true},{"name":"Wolfgang Heidrich","is_ca":true},{"name":"Sidney Fels","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02367089486770856,"gpt":0.2741110312469832,"spread":0.2504401363792746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003994817,0.0004685297,0.0002894944,0.0001640271,0.0002266569,0.0005170435,0.000764237,0.000337108,0.002443234],"category_scores_gemma":[0.0009406162,0.0002702758,0.000283041,0.000111109,0.0003263138,0.0005705701,0.0005168552,0.0004945681,0.0004026224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003910993,"about_ca_system_score_gemma":0.0005346021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003624109,"about_ca_topic_score_gemma":0.0006867596,"domain_scores_codex":[0.9996897,0.00003571873,0.00001639771,0.00003784339,0.0001886089,0.00003163074],"domain_scores_gemma":[0.9996305,0.0001454983,0.00005107433,0.00005825561,0.00007869869,0.0000360601],"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":[0.0002023063,0.00006573815,0.000398951,0.0002149723,0.0000218284,0.0001762152,0.00007714883,0.0128303,0.9226941,0.005488973,0.0007175863,0.05711202],"study_design_scores_gemma":[0.0001419735,0.000641069,0.0008180411,0.00001989017,0.00003128626,0.0005827195,0.00003653795,0.1691774,0.8185102,0.00126752,0.00873313,0.00004012431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1374912,0.0002501657,0.855434,0.000166407,0.000105583,0.0001526719,0.00004449998,0.001905626,0.004449922],"genre_scores_gemma":[0.3731295,0.0001025353,0.6250594,0.00005160677,0.00001788913,0.00006366451,0.00002251737,0.00007757237,0.0014754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002443234,"threshold_uncertainty_score":0.008173406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2798687293","doi":"10.1145/3170427.3188540","title":"Do Stereo Display Deficiencies Affect 3D Pointing?","year":2018,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Affect (linguistics); Stereo display; Depth perception; Computer science; Computer vision; Perception; Artificial intelligence; Stereopsis; Virtual reality; Computer graphics (images); Communication; Psychology; Neuroscience","authors":[{"name":"Mayra Donaji Barrera Machuca","is_ca":true},{"name":"Wolfgang Stuerzlinger","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01182213801407448,"gpt":0.2538986911608848,"spread":0.2420765531468103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434545,0.0004235261,0.0004639518,0.0003662444,0.000264673,0.000684857,0.0004719835,0.0010769,0.003182733],"category_scores_gemma":[0.03100104,0.0003835743,0.0002816831,0.00022413,0.0004450082,0.001069824,0.0006178571,0.0004993515,0.0004527101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002984605,"about_ca_system_score_gemma":0.0003203471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002445972,"about_ca_topic_score_gemma":0.001927889,"domain_scores_codex":[0.9986376,0.000305274,0.0001404782,0.0002251943,0.0005404424,0.0001509916],"domain_scores_gemma":[0.9831284,0.01109836,0.0026847,0.001341107,0.001195059,0.0005524611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007113276,0.0008025642,0.1372953,0.0009354898,0.0001322364,0.0007446322,0.002428748,0.00338025,0.7724471,0.0004848904,0.001115455,0.07311994],"study_design_scores_gemma":[0.000234329,0.004903469,0.874472,0.0001400509,0.0002776395,0.001621475,0.001504855,0.008249718,0.1037353,0.001390979,0.003393728,0.00007644392],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931943,0.0003195072,0.00445309,0.0001746489,0.00003356203,0.00005062653,0.0002136332,0.0001198021,0.00144081],"genre_scores_gemma":[0.9954002,0.0002012146,0.003212952,0.0001511226,0.0000124097,0.00005081466,0.0001904486,0.00006186611,0.0007188121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003182733,"threshold_uncertainty_score":0.0106473,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394722675","doi":"10.1007/s10055-024-00991-4","title":"The geometry of the vergence-accommodation conflict in mixed reality systems","year":2024,"lang":"en","type":"article","venue":"Virtual Reality","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University; Toronto Metropolitan University; Synaptive (Canada); York University; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Accommodation; Stereoscopy; Computer science; Vergence (optics); Virtual reality; Offset (computer science); Artificial intelligence; Computer vision; Optics; Physics","authors":[{"name":"Xiaoye Michael Wang","is_ca":true},{"name":"Daniel Southwick","is_ca":true},{"name":"Ian Robinson","is_ca":true},{"name":"Michael A. Nitsche","is_ca":false},{"name":"Gabby Resch","is_ca":true},{"name":"Ali Mazalek","is_ca":true},{"name":"Timothy N. Welsh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03414209827911777,"gpt":0.2898691691253555,"spread":0.2557270708462377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009843539,0.0004774964,0.0004865807,0.0004787337,0.0003850157,0.001470255,0.000556064,0.0005046776,0.001065891],"category_scores_gemma":[0.01046024,0.0005086484,0.0005044672,0.0003332146,0.0009600446,0.00138211,0.001271859,0.0004967528,0.0001851933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007887795,"about_ca_system_score_gemma":0.0002818838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002347579,"about_ca_topic_score_gemma":0.001053514,"domain_scores_codex":[0.9983264,0.0008274844,0.00006554805,0.0002825171,0.0003648895,0.0001331736],"domain_scores_gemma":[0.9950641,0.003414788,0.0007920554,0.0003395404,0.0002661177,0.0001234542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002433082,0.000309963,0.04535127,0.0005271346,0.0003196746,0.002570782,0.004764671,0.6987728,0.1398572,0.02892598,0.000471357,0.07569613],"study_design_scores_gemma":[0.00007562249,0.0009186936,0.07991917,0.0000546363,0.0000876716,0.00158668,0.0008832084,0.8819894,0.01721346,0.015949,0.001151181,0.0001713321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89057,0.0004376103,0.1033742,0.0001292212,0.0000127286,0.00005123641,0.00006816434,0.000138949,0.00521782],"genre_scores_gemma":[0.9981835,0.00003847257,0.001649445,0.000005401987,0.000001703157,0.000009257832,0.00001334715,0.000007090391,0.00009171925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002347579,"threshold_uncertainty_score":0.005723,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2770862874","doi":"10.1145/3130800.3130839","title":"Mix-and-match holography","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Holography; Computer science; Caustic (mathematics); Computer vision; Multiplexing; Projection (relational algebra); Computer graphics (images); Artificial intelligence; Optics; Algorithm; Physics; Mathematics; Geometry","authors":[{"name":"Yifan Peng","is_ca":true},{"name":"Xiong Dun","is_ca":false},{"name":"Qilin Sun","is_ca":false},{"name":"Wolfgang Heidrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02075959220327812,"gpt":0.2641706485201945,"spread":0.2434110563169164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002854649,0.0003979068,0.0003975497,0.0002968436,0.0003681663,0.0009585713,0.0006437862,0.0005357364,0.005036123],"category_scores_gemma":[0.000678336,0.0003663892,0.0004317184,0.0003028362,0.0006702244,0.001565314,0.00112595,0.0005370862,0.0008664634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198477,"about_ca_system_score_gemma":0.0004347244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005394264,"about_ca_topic_score_gemma":0.0006973356,"domain_scores_codex":[0.9997211,0.00003824754,0.00001080777,0.0000459263,0.0001525599,0.00003130615],"domain_scores_gemma":[0.9998202,0.00005338367,0.00003652423,0.00005263659,0.00002227363,0.00001511213],"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":[0.0003724129,0.0002070396,0.001386985,0.0002575475,0.0000904664,0.0004550132,0.00043545,0.09353837,0.233082,0.5452673,0.0038954,0.121012],"study_design_scores_gemma":[0.00007074609,0.0001678172,0.0006123457,0.00001961156,0.00002617331,0.0006353485,0.0001067654,0.7568221,0.1765985,0.05022324,0.01466471,0.00005267078],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06209996,0.000253104,0.9177694,0.0002561972,0.00008065262,0.0001622249,0.0001004924,0.0007812299,0.01849675],"genre_scores_gemma":[0.6488828,0.0002889583,0.3301431,0.0001829243,0.00003833153,0.0001410053,0.00009886789,0.000161097,0.02006284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005036123,"threshold_uncertainty_score":0.01684749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1939066154","doi":"10.1109/pacrim.1995.519560","title":"Integer dilation and contraction for quadtrees and octrees","year":2002,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Dilation (metric space); Contraction (grammar); Computer science; Quadtree; Octree; Data structure; Trie; Algorithm; Arithmetic; Mathematics; Geometry","authors":[{"name":"Leo Stocco","is_ca":true},{"name":"G. Schrack","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01454978124484016,"gpt":0.2103442573005025,"spread":0.1957944760556624,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000687647,0.0004870275,0.0003989647,0.000568087,0.0004931561,0.001047291,0.0006124151,0.0004636105,0.006253385],"category_scores_gemma":[0.002878118,0.0002712767,0.000399289,0.0007957322,0.001016282,0.001592009,0.000914635,0.0008890688,0.00186442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003878653,"about_ca_system_score_gemma":0.0004596057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004828018,"about_ca_topic_score_gemma":0.0009350351,"domain_scores_codex":[0.9995952,0.0000920195,0.00004201104,0.00006944857,0.0001645666,0.00003666071],"domain_scores_gemma":[0.9993661,0.0002902041,0.00006829324,0.0001525848,0.00009351796,0.00002933871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001175386,0.00002466837,0.0002166925,0.0003224773,0.00001114257,0.0002542452,0.0002584413,0.01586291,0.0246888,0.4622947,0.01822981,0.4777185],"study_design_scores_gemma":[0.00005618191,0.0001319313,0.0006318808,0.0001283593,0.00002893133,0.001480887,0.0001612772,0.2997477,0.03519078,0.3910265,0.2713397,0.00007585617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003991074,0.0008708959,0.9844759,0.0002351615,0.0002579788,0.00005177364,0.00009353927,0.0005035286,0.009520183],"genre_scores_gemma":[0.04043569,0.001315095,0.9481407,0.0001259984,0.0002126382,0.0001356911,0.0002204875,0.0002954273,0.009118239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006253385,"threshold_uncertainty_score":0.02091968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2011067945","doi":"10.1364/ao.41.006135","title":"Recognition of unsegmented targets invariant under transformations of intensity","year":2002,"lang":"en","type":"article","venue":"Applied Optics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Invariant (physics); Optics; Gaussian noise; Linear filter; Disjoint sets; Noise (video); Intensity (physics); Matched filter; Clutter; Filter (signal processing); Computer science; Physics; Mathematics; Artificial intelligence; Pattern recognition (psychology); Computer vision; Mathematical analysis; Radar; Image (mathematics); Telecommunications","authors":[{"name":"Daniel Lefebvre","is_ca":true},{"name":"Henri H. Arsenault","is_ca":false},{"name":"Pascuala Garcı́a-Martı́nez","is_ca":false},{"name":"Carlos Ferreira","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02489442976306994,"gpt":0.2076062767619925,"spread":0.1827118469989226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000413917,0.0002130031,0.00033553,0.0003324965,0.0001476781,0.0005393084,0.0004809613,0.0003681924,0.0002877876],"category_scores_gemma":[0.002077881,0.0001661031,0.0002185694,0.0002046023,0.0005471365,0.0005572594,0.0003793781,0.0003407315,0.0001853332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002873246,"about_ca_system_score_gemma":0.0002961507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006089427,"about_ca_topic_score_gemma":0.0006988708,"domain_scores_codex":[0.999726,0.00004515293,0.000007956197,0.00005626349,0.0001163123,0.00004829133],"domain_scores_gemma":[0.9990262,0.0003131213,0.0002094193,0.0001497169,0.0002135359,0.00008803637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008156236,0.0001571036,0.01155386,0.00008979864,0.00008863844,0.0008457765,0.0003406024,0.1505272,0.6335139,0.007236604,0.0006751532,0.1941557],"study_design_scores_gemma":[0.00002441603,0.0002143821,0.01593201,0.000008656652,0.00002611173,0.0006483886,0.0001044235,0.7600589,0.2180272,0.004372147,0.0005390434,0.00004424185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7614154,0.0001010318,0.2362812,0.00005022281,0.00001626768,0.00001146545,0.00001867851,0.0002608197,0.00184495],"genre_scores_gemma":[0.9701713,0.00004423969,0.02897584,0.00002924216,0.00000609426,0.000007770719,0.00004233185,0.0000195712,0.0007036031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006089427,"threshold_uncertainty_score":0.00218904,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977177483","doi":"10.1109/tpami.2007.70828","title":"Robust and Accurate Visual Echo Cancelation in a Full-duplex Projector-Camera System","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Pattern Analysis and Machine Intelligence","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Echo Foundation; University of Kentucky; National Science Foundation","keywords":"Projector; Computer vision; Computer science; Artificial intelligence; Echo (communications protocol); Computer graphics (images)","authors":[{"name":"Miao Liao","is_ca":false},{"name":"Ruigang Yang","is_ca":false},{"name":"Zhengyou Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02914643837407534,"gpt":0.2671875644511466,"spread":0.2380411260770713,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005332985,0.0005524899,0.0007394862,0.0002661151,0.0003110835,0.0008392481,0.0005714309,0.0008143019,0.001266407],"category_scores_gemma":[0.00239581,0.0004088109,0.0002130112,0.000326578,0.0005008932,0.001181868,0.000938996,0.0005925092,0.0007083393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002814893,"about_ca_system_score_gemma":0.0004406783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001463347,"about_ca_topic_score_gemma":0.001121551,"domain_scores_codex":[0.999045,0.0001904716,0.0000340033,0.0001646634,0.0005036059,0.00006222336],"domain_scores_gemma":[0.9991881,0.000316783,0.00009958944,0.0001345285,0.0002112573,0.00004963321],"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":[0.0009074168,0.0000723991,0.001668982,0.0002753528,0.0000824824,0.0009483183,0.0005288621,0.1121931,0.5492177,0.004851596,0.001915974,0.3273379],"study_design_scores_gemma":[0.00007395314,0.0003302584,0.002419191,0.00002209386,0.00004831246,0.001648253,0.0001414801,0.7879348,0.2000082,0.002432719,0.004856635,0.00008415451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09718488,0.0002379264,0.8997188,0.00008251778,0.00002392855,0.00003702092,0.00003325656,0.001054019,0.001627696],"genre_scores_gemma":[0.666651,0.0002702674,0.3283485,0.00008850304,0.00003696936,0.00005451028,0.00008800563,0.0001445752,0.004317787],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001463347,"threshold_uncertainty_score":0.004236579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2804965280","doi":"10.1364/ao.57.004457","title":"Addressable spatial light modulators for eye-tracking autostereoscopic three-dimensional display using a scanning laser","year":2018,"lang":"en","type":"article","venue":"Applied Optics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"National Research Foundation Singapore","keywords":"Spatial light modulator; Optics; Computer science; Holographic display; Rendering (computer graphics); Autostereoscopy; Backlight; Liquid-crystal display; Stereo display; Computer vision; Artificial intelligence; Materials science; Stereoscopy; Holography; Physics","authors":[{"name":"Zhenfeng Zhuang","is_ca":true},{"name":"Lei Zhang","is_ca":false},{"name":"Phil Surman","is_ca":false},{"name":"Weitao Song","is_ca":false},{"name":"Simon Thibault","is_ca":true},{"name":"Xiao Wei Sun","is_ca":false},{"name":"Yuanjin Zheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01930845396231199,"gpt":0.2753538628957949,"spread":0.2560454089334829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002232711,0.0003125193,0.0002430059,0.0002855405,0.0001491936,0.0002705127,0.0005365379,0.0002665274,0.001122839],"category_scores_gemma":[0.0002394121,0.0001716095,0.0001853752,0.0002475732,0.0001886217,0.0003769535,0.000308802,0.0002793611,0.0003271078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483667,"about_ca_system_score_gemma":0.0003371173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000470056,"about_ca_topic_score_gemma":0.0008670862,"domain_scores_codex":[0.9998403,0.00002766027,0.000008711878,0.00002326877,0.00008703296,0.00001303318],"domain_scores_gemma":[0.9998542,0.00004368455,0.00003498716,0.0000188148,0.00003805042,0.00001026695],"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":[0.00006668147,0.00002280628,0.0004464222,0.00008391293,0.000008189029,0.0001115442,0.00007151919,0.000833774,0.9660937,0.001493672,0.0002937863,0.03047406],"study_design_scores_gemma":[0.00004833992,0.0003746534,0.001587728,0.00001494783,0.00003306865,0.0006950653,0.00003064171,0.0409344,0.9454349,0.0002491896,0.01056272,0.00003426411],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5144368,0.001587195,0.4759801,0.00022529,0.00008437319,0.0001917708,0.0001847963,0.002229561,0.005080112],"genre_scores_gemma":[0.7425413,0.0007671579,0.2521817,0.0001086011,0.0000491333,0.0001905903,0.0001036453,0.00005095236,0.00400689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001122839,"threshold_uncertainty_score":0.003756225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4247587613","doi":"10.1145/1186155.1186164","title":"High dynamic range display system","year":2004,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Sunnybrook Health Science Centre","funders":"","keywords":"Liquid-crystal display; High dynamic range; Dynamic range; Luminance; Ranging; Materials science; Display device; Flexible display; Range (aeronautics); Optoelectronics; Computer science; High resolution; Wide dynamic range; Light-emitting diode; Computer graphics (images); Optics; Computer vision; Physics; Remote sensing; Telecommunications; Thin-film transistor; Nanotechnology","authors":[{"name":"Helge Seetzen","is_ca":true},{"name":"Greg Ward","is_ca":true},{"name":"Lorne Whitehead","is_ca":true},{"name":"Wolfgang Heidrich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003582452572594538,"gpt":0.1996702947750747,"spread":0.1960878422024802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004065553,0.0005071413,0.0007371643,0.0008190938,0.0009035071,0.001474459,0.001229,0.001096507,0.06344706],"category_scores_gemma":[0.0006752013,0.0003161118,0.0003500041,0.0006972054,0.0002243098,0.001320008,0.001238383,0.0007723755,0.03151532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003273227,"about_ca_system_score_gemma":0.0003818463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006113959,"about_ca_topic_score_gemma":0.0004211829,"domain_scores_codex":[0.9992743,0.00006159379,0.00003136377,0.0001739675,0.0003874632,0.00007126359],"domain_scores_gemma":[0.9995859,0.00006711708,0.00002600691,0.00009284593,0.0001797826,0.00004832602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006755688,0.0003060732,0.002153382,0.0006200728,0.00007360832,0.0008399563,0.0002836569,0.001992674,0.496077,0.01553438,0.1037074,0.3777362],"study_design_scores_gemma":[0.0002179257,0.001005403,0.007127822,0.0001081532,0.0001930827,0.008975292,0.0001466102,0.03134061,0.3978613,0.003934933,0.5488203,0.0002686174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07502654,0.004584108,0.6082417,0.001423973,0.001163189,0.001041225,0.005458933,0.05309249,0.2499679],"genre_scores_gemma":[0.4697357,0.003040565,0.1647717,0.002440159,0.0005898593,0.0007668105,0.007497203,0.001602577,0.3495556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06344706,"threshold_uncertainty_score":0.2122515,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2095394013","doi":"10.1117/12.430828","title":"&lt;title&gt;Stereoscopic video: asymmetrical coding with temporal interleaving&lt;/title&gt;","year":2001,"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":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Interleaving; Computer vision; Image quality; Stereoscopy; Artificial intelligence; Coding (social sciences); Multiview Video Coding; Video processing; Image (mathematics); Video tracking; Mathematics","authors":[{"name":"Wa James Tam","is_ca":true},{"name":"Lew B. Stelmach","is_ca":true},{"name":"Suganthan Subramaniam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01148268628073755,"gpt":0.228276980399189,"spread":0.2167942941184515,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002237502,0.0003023014,0.0002267288,0.0004961019,0.0002187739,0.0004840984,0.0006523327,0.0004069219,0.02129969],"category_scores_gemma":[0.0005527365,0.0001126498,0.000147941,0.000680352,0.0004590547,0.000700821,0.0003173275,0.0004631856,0.005315469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003913989,"about_ca_system_score_gemma":0.0002370153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136723,"about_ca_topic_score_gemma":0.002603709,"domain_scores_codex":[0.9998615,0.00001344339,0.00001049581,0.00001547301,0.00008117767,0.00001786984],"domain_scores_gemma":[0.999656,0.00004571924,0.0000438307,0.00008909855,0.0001341973,0.00003123406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006331613,0.00008338005,0.0006413687,0.0002837915,0.00001594593,0.0005340429,0.00007998281,0.002531901,0.3971753,0.04740665,0.03991519,0.5106993],"study_design_scores_gemma":[0.0001030734,0.0005247006,0.003686985,0.0000802299,0.00003886393,0.002123438,0.00005142593,0.07556174,0.6264948,0.00905698,0.2821864,0.00009144525],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1094232,0.003056522,0.6527736,0.001716422,0.003855252,0.0005143846,0.001528324,0.006373398,0.220759],"genre_scores_gemma":[0.5216175,0.002515379,0.2949058,0.00085224,0.001067918,0.0001882351,0.002507709,0.0008240916,0.1755212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02129969,"threshold_uncertainty_score":0.07125455,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2297793395","doi":"","title":"New Techniques in Digital Holography","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Digital holography; Computer science; Holography; Optics; Physics","authors":[{"name":"Pascal Picart","is_ca":false},{"name":"Michaël Atlan","is_ca":false},{"name":"Marc Brunel","is_ca":false},{"name":"Sébastien Coëtmellec","is_ca":false},{"name":"Jean-Michel Desse","is_ca":false},{"name":"Frank Dubois","is_ca":false},{"name":"Ahmed El Mallahi","is_ca":false},{"name":"Marc Georges","is_ca":false},{"name":"M. Groß","is_ca":false},{"name":"Denis Lebrun","is_ca":false},{"name":"Pierre Marquet","is_ca":true},{"name":"Christophe Minetti","is_ca":false},{"name":"Nicolas Pavillon","is_ca":false},{"name":"Benjamin Rappaz","is_ca":false},{"name":"Nicolas Verrier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01304404132103442,"gpt":0.231962537641979,"spread":0.2189184963209446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001251416,0.0009150291,0.0008950495,0.002945512,0.0008809097,0.00300379,0.001218569,0.001648573,0.006484029],"category_scores_gemma":[0.00240793,0.0005532475,0.0008983685,0.002197602,0.004954145,0.005128758,0.002652412,0.004687466,0.002228702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252195,"about_ca_system_score_gemma":0.0008088509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005100335,"about_ca_topic_score_gemma":0.0005117247,"domain_scores_codex":[0.9987174,0.0002936765,0.0001035535,0.0002113482,0.0005967109,0.0000772472],"domain_scores_gemma":[0.9990584,0.0004249281,0.00004532449,0.0002422359,0.0001788459,0.00005013395],"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":[0.00003227132,0.00002970952,0.0001008958,0.0004696578,0.00002007942,0.0001072121,0.0002603981,0.0007435383,0.004017863,0.8955491,0.01078617,0.08788321],"study_design_scores_gemma":[0.00003767612,0.00006884426,0.0002705957,0.000325758,0.00001960785,0.0008576942,0.0001067045,0.004900284,0.004310278,0.6085158,0.380519,0.00006773299],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005714189,0.3115081,0.4971174,0.009570119,0.01356274,0.0001707792,0.0003182032,0.0008398985,0.1611986],"genre_scores_gemma":[0.1522247,0.236409,0.4920653,0.007988143,0.02250347,0.000505728,0.0005902672,0.000504447,0.08720881],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006484029,"threshold_uncertainty_score":0.02169126,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116949261","doi":"10.1016/s0030-4018(99)00649-5","title":"Optical implementation of the sliced orthogonal nonlinear generalized correlation for images degraded by nonoverlapping background noise","year":2000,"lang":"en","type":"article","venue":"Optics Communications","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Correlation; Clutter; Optical correlator; Optics; Noise (video); Nonlinear system; Optical correlation; Joint (building); Computer science; Algorithm; Physics; Mathematics; Image (mathematics); Artificial intelligence; Fourier transform; Mathematical analysis; Telecommunications; Geometry; Radar","authors":[{"name":"Pascuala Garcı́a-Martı́nez","is_ca":true},{"name":"Henri H. Arsenault","is_ca":true},{"name":"Sébastien Roy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02572449800900149,"gpt":0.3048246359514578,"spread":0.2791001379424563,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003211706,0.0004585956,0.00025681,0.0002244724,0.0002308049,0.0004256936,0.0004012484,0.0002728675,0.001032974],"category_scores_gemma":[0.0005251709,0.000139602,0.0002387927,0.0003262516,0.000363591,0.0003949672,0.0004844003,0.0002640497,0.0001830673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003498704,"about_ca_system_score_gemma":0.0006014583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009806934,"about_ca_topic_score_gemma":0.003327317,"domain_scores_codex":[0.9998021,0.00005545309,0.000009303189,0.00002233976,0.0000787188,0.00003216211],"domain_scores_gemma":[0.9996319,0.00008352179,0.00006207463,0.00009030868,0.00009443324,0.00003774901],"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":[0.0007431883,0.0001685442,0.001905444,0.0001891569,0.0001056934,0.0007566823,0.0002220424,0.04422648,0.7423296,0.1106335,0.001815398,0.09690429],"study_design_scores_gemma":[0.00004675348,0.0003280737,0.001432498,0.00003245519,0.00004334378,0.0007373247,0.00004607529,0.7006907,0.2830583,0.00841546,0.005110245,0.0000586589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3444118,0.0004367622,0.6420556,0.000273464,0.0001418525,0.00008987194,0.0001496847,0.0007808061,0.01166002],"genre_scores_gemma":[0.7791415,0.0001918885,0.219016,0.00009637329,0.00003360191,0.00003493533,0.00008276676,0.00003720123,0.00136576],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001032974,"threshold_uncertainty_score":0.003455639,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1973185243","doi":"10.1889/1.2785211","title":"3.2: High Dynamic Range Projection Systems","year":2007,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Dolby (Canada)","funders":"","keywords":"Luminance; High dynamic range; Computer science; Dynamic range; Projection (relational algebra); Image quality; Implementation; Computer vision; Modulation (music); Computer graphics (images); Liquid-crystal display; Spatial light modulator; Artificial intelligence; Image (mathematics); Optics; Physics","authors":[{"name":"Gerwin Damberg","is_ca":true},{"name":"Helge Seetzen","is_ca":true},{"name":"Greg Ward","is_ca":true},{"name":"Wolfgang Heidrich","is_ca":true},{"name":"Lorne Whitehead","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004835942415141655,"gpt":0.2249603603903148,"spread":0.2201244179751731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003403745,0.0004983888,0.0004524702,0.0005444641,0.0004335592,0.001372658,0.0008561657,0.0007659157,0.01857711],"category_scores_gemma":[0.0005879934,0.0003680542,0.0003993863,0.0005573085,0.0003129307,0.001067769,0.0009553054,0.0007563856,0.00514665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003512311,"about_ca_system_score_gemma":0.0003612288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008313214,"about_ca_topic_score_gemma":0.0007929119,"domain_scores_codex":[0.9994835,0.0000594306,0.00002592896,0.00007757772,0.0002821863,0.0000713819],"domain_scores_gemma":[0.9996974,0.0000657928,0.00002890341,0.00006369673,0.00011203,0.00003205504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007608855,0.00021454,0.00267571,0.0005869989,0.00009328238,0.001200261,0.000584279,0.01108837,0.5706341,0.02680123,0.01983661,0.3655239],"study_design_scores_gemma":[0.0002651439,0.0009034449,0.006374624,0.0001344782,0.0001282695,0.00872483,0.0001510835,0.1251879,0.6343495,0.008524044,0.2150085,0.0002481781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1310204,0.001502152,0.7674638,0.0005807256,0.0002897668,0.0003638884,0.0005514935,0.0143607,0.08386707],"genre_scores_gemma":[0.6844919,0.0009164898,0.2731652,0.0004224198,0.0001779892,0.0002517281,0.0006821549,0.0004708525,0.03942125],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01857711,"threshold_uncertainty_score":0.0621466,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2000981832","doi":"10.1117/12.571947","title":"Nonuniform smoothing of depth maps before image-based rendering","year":2004,"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":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Smoothing; Computer vision; Artificial intelligence; Computer science; Image quality; Gaussian blur; Rendering (computer graphics); Stereoscopy; Edge-preserving smoothing; Autostereoscopy; Image (mathematics); Image processing; Image restoration","authors":[{"name":"Wa James Tam","is_ca":true},{"name":"Liang Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00998275921729388,"gpt":0.2263867362214617,"spread":0.2164039770041678,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007892483,0.0005104321,0.0003598701,0.0005285912,0.0002062435,0.0007825479,0.0004035887,0.0003207435,0.004119608],"category_scores_gemma":[0.006230934,0.0002345885,0.0003669044,0.0004354718,0.0002955511,0.00068981,0.0006206098,0.0006859897,0.0005097934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00031133,"about_ca_system_score_gemma":0.0004255766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850304,"about_ca_topic_score_gemma":0.002362254,"domain_scores_codex":[0.9994941,0.00009553878,0.00003269926,0.00009716739,0.0002191345,0.00006149059],"domain_scores_gemma":[0.9979385,0.001062676,0.0001361615,0.0003341953,0.0004622139,0.00006628122],"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":[0.0006622037,0.0001332489,0.002387894,0.0004978106,0.00004429428,0.000231649,0.001092773,0.01056356,0.7415586,0.004177019,0.001415151,0.2372359],"study_design_scores_gemma":[0.0001967658,0.001632564,0.04939498,0.0001153381,0.0001958872,0.001178241,0.000609663,0.2140791,0.697161,0.008521562,0.02668032,0.0002345564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3464048,0.0004991509,0.6440706,0.000128003,0.0001306725,0.0004707496,0.0002307087,0.001779348,0.006286078],"genre_scores_gemma":[0.7194406,0.0003547676,0.2772706,0.00006534794,0.00003029348,0.0001878378,0.0001365909,0.0003220657,0.002191829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004119608,"threshold_uncertainty_score":0.01378143,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}