{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":617,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":617,"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":"642a3cbf07c4","filters":{"topic":"Video Coding and Compression Technologies"}},"results":[{"id":"W2103997799","doi":"10.1109/tcsvt.2011.2168269","title":"SSIM-Motivated Rate-Distortion Optimization for Video Coding","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":221,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Rate–distortion optimization; Macroblock; Lagrange multiplier; Coding (social sciences); Rate–distortion theory; Context-adaptive variable-length coding; Computer science; Image quality; Coding tree unit; Entropy (arrow of time); Entropy encoding; Artificial intelligence; Mathematics; Algorithm; Computer vision; Data compression; Mathematical optimization; Statistics; Multiview Video Coding; Video tracking; Video processing; Image (mathematics)","authors":[{"name":"Shiqi Wang","is_ca":true},{"name":"Abdul Rehman","is_ca":true},{"name":"Zhou Wang","is_ca":true},{"name":"Siwei Ma","is_ca":false},{"name":"Wen Gao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05204116414325922,"gpt":0.2500418116551472,"spread":0.198000647511888,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009202654,0.0009171701,0.0005499555,0.0005609417,0.0001918973,0.0005793916,0.0008454146,0.0005832404,0.0008113022],"category_scores_gemma":[0.002236892,0.0002297878,0.0004443448,0.0007241599,0.0004317932,0.0009822017,0.0007563615,0.0007570054,0.0004287035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005692174,"about_ca_system_score_gemma":0.0005445144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006536333,"about_ca_topic_score_gemma":0.0006818635,"domain_scores_codex":[0.9994252,0.0001723033,0.0000355224,0.00005785552,0.0002802323,0.00002894519],"domain_scores_gemma":[0.9994519,0.0001619848,0.00008928279,0.00008130616,0.0001992082,0.00001629304],"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":[0.0002106718,0.00009789481,0.0005466446,0.0002351241,0.00006489244,0.0001080948,0.0001117046,0.5557925,0.09551615,0.08388462,0.002320051,0.2611116],"study_design_scores_gemma":[0.000004191275,0.00004468933,0.00005757321,0.000005343557,0.000004411966,0.00004434794,0.00000357961,0.9869556,0.008626787,0.00336677,0.000878047,0.000008662918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003947644,0.000280672,0.9948636,0.00005669469,0.00002500923,0.00002057925,0.00001656392,0.0000799293,0.0007093723],"genre_scores_gemma":[0.3145566,0.000954309,0.6806154,0.0001303094,0.0001026254,0.0001555561,0.0001396867,0.0001286231,0.003216971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009202654,"threshold_uncertainty_score":0.004866898,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2156544663","doi":"10.1109/49.848249","title":"Optimal mode selection and synchronization for robust video communications over error-prone networks","year":2000,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":209,"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":"Computer science; Encoder; Synchronization (alternating current); Channel (broadcasting); Bit error rate; Real-time computing; Coding (social sciences); Decoding methods; Algorithm; Computer network","authors":[{"name":"Guy Côté","is_ca":true},{"name":"Shahram Shirani","is_ca":true},{"name":"F. Kossentini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04229689627875186,"gpt":0.307780707519767,"spread":0.2654838112410151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004210357,0.0004505857,0.000269152,0.0002802484,0.0001963385,0.0003213284,0.0004247101,0.000315021,0.00103197],"category_scores_gemma":[0.001863854,0.0001619558,0.0001198184,0.0002703381,0.0003757435,0.0006237386,0.00039821,0.0003426661,0.0003072268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002394575,"about_ca_system_score_gemma":0.0003502232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004968626,"about_ca_topic_score_gemma":0.0007326322,"domain_scores_codex":[0.9996312,0.0001253216,0.00001584885,0.00004354223,0.0001589099,0.00002512817],"domain_scores_gemma":[0.9995713,0.0002033119,0.00009626284,0.00006145436,0.00005605513,0.00001173606],"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":[0.0003601481,0.00006858839,0.000854386,0.0001865779,0.00004959695,0.0002471535,0.0001958555,0.4761168,0.1388297,0.05802103,0.001772055,0.3232982],"study_design_scores_gemma":[0.00002474461,0.0001577049,0.0002325139,0.00001352547,0.00001662704,0.0001540751,0.00001982798,0.9590312,0.02892732,0.008663297,0.00274162,0.00001750704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01490398,0.0004077373,0.9837019,0.00004872627,0.00001668278,0.00002034198,0.000009383769,0.0001669097,0.0007243166],"genre_scores_gemma":[0.5885444,0.0008747322,0.4080769,0.00006361654,0.00009631046,0.0001105656,0.00005453896,0.00007065274,0.002108218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00103197,"threshold_uncertainty_score":0.003452241,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2168036182","doi":"10.1016/j.jvcir.2005.04.006","title":"Error resiliency schemes in H.264/AVC standard","year":2005,"lang":"en","type":"article","venue":"Journal of Visual Communication and Image Representation","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":170,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Coding (social sciences); Data compression; Propagation of uncertainty; Real-time computing; Computer engineering; Algorithm","authors":[{"name":"Sunil Kumar","is_ca":false},{"name":"Liyang Xu","is_ca":false},{"name":"Mrinal Mandal","is_ca":true},{"name":"Sethuraman Panchanathan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0309914588743053,"gpt":0.3832596524533368,"spread":0.3522681935790314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008678173,0.0004715792,0.0003826199,0.0009055234,0.0006193783,0.0006192214,0.0007993135,0.0006405617,0.002257992],"category_scores_gemma":[0.001595099,0.0001819603,0.0002135016,0.0006425217,0.0003242308,0.0008129547,0.0005608543,0.0008694938,0.0006852167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005277133,"about_ca_system_score_gemma":0.0006269705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001934624,"about_ca_topic_score_gemma":0.001918248,"domain_scores_codex":[0.9994066,0.0001176455,0.00004984611,0.00006609756,0.0002531723,0.0001066738],"domain_scores_gemma":[0.9993536,0.0001157378,0.00004900899,0.0001963915,0.0002645972,0.00002074975],"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":[0.002309628,0.0002419421,0.001452173,0.0004291888,0.00008140429,0.0008432466,0.0003616604,0.08279764,0.1804368,0.09737162,0.03432364,0.5993511],"study_design_scores_gemma":[0.0003054706,0.001618732,0.004311433,0.000365801,0.0002337664,0.001632127,0.0003105391,0.6001189,0.2576334,0.06833216,0.06488739,0.0002503893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.297938,0.01060142,0.6410459,0.002556671,0.001068446,0.0005498249,0.001563993,0.007512492,0.03716323],"genre_scores_gemma":[0.8392177,0.00279397,0.140929,0.0003897429,0.0002676368,0.0001998393,0.001402333,0.0001970015,0.01460295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002257992,"threshold_uncertainty_score":0.007553756,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2156416207","doi":"10.1109/jstsp.2013.2272241","title":"Pixel-Wise Unified Rate-Quantization Model for Multi-Level Rate Control","year":2013,"lang":"en","type":"article","venue":"IEEE Journal of Selected Topics in Signal Processing","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":103,"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":"Quantization (signal processing); Pixel; Algorithm; Bit rate; Coding (social sciences); Computer science; Constant bitrate; Mathematics; Block size; Harmonic Vector Excitation Coding; Artificial intelligence; Real-time computing; Variable bitrate; Statistics","authors":[{"name":"Hyomin Choi","is_ca":false},{"name":"Jonghun Yoo","is_ca":false},{"name":"Jung-Hak Nam","is_ca":false},{"name":"Donggyu Sim","is_ca":false},{"name":"Ivan V. Bajić","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08120076401810299,"gpt":0.2994491346110902,"spread":0.2182483705929872,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001466991,0.0008640841,0.0007532581,0.0004325636,0.0003394467,0.001182641,0.002395885,0.0008638231,0.002334426],"category_scores_gemma":[0.002262425,0.0003359445,0.0007379572,0.0005279394,0.0006865427,0.002263649,0.0007060243,0.001316906,0.0007897523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100695,"about_ca_system_score_gemma":0.0008875424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002835962,"about_ca_topic_score_gemma":0.002300573,"domain_scores_codex":[0.9982973,0.0003896147,0.0001077232,0.00040049,0.00067361,0.000131304],"domain_scores_gemma":[0.9992399,0.0001634588,0.0001113254,0.0001701003,0.0002887067,0.00002637968],"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":[0.0002468888,0.0001314499,0.000760962,0.0002303825,0.00007219448,0.0001978894,0.000210827,0.6922724,0.03851088,0.112187,0.003596836,0.1515823],"study_design_scores_gemma":[0.0000106291,0.00006574285,0.00008697171,0.000008949844,0.00001237817,0.00005739955,0.000005453828,0.9914861,0.002972033,0.003505687,0.001774248,0.00001450159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002931401,0.0003133928,0.9947982,0.00007220233,0.0000470731,0.00004728682,0.00002778328,0.0003532825,0.001409469],"genre_scores_gemma":[0.7024715,0.001081021,0.288375,0.000268441,0.0001326195,0.0003580836,0.0001936499,0.0001959487,0.006923807],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002835962,"threshold_uncertainty_score":0.007986069,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2041275211","doi":"10.1109/tip.2007.896685","title":"Rate Distortion Optimization for H.264 Interframe Coding: A General Framework and Algorithms","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Image Processing","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":96,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Encoder; Algorithm; Inter frame; Computer science; Quantization (signal processing); Motion estimation; Rate–distortion optimization; Coding tree unit; Coding (social sciences); Decoding methods; Reference frame; Mathematics; Artificial intelligence; Multiview Video Coding; Frame (networking); Video processing; Statistics","authors":[{"name":"En‐hui Yang","is_ca":true},{"name":"Xiang Yu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02167725039010723,"gpt":0.2908751097587799,"spread":0.2691978593686727,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001983531,0.001938194,0.001400047,0.001154644,0.0003788061,0.001567052,0.001932041,0.001493034,0.002203699],"category_scores_gemma":[0.002913145,0.0005654584,0.001234694,0.001798527,0.0007945698,0.001657619,0.001075551,0.002191322,0.001187418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001979316,"about_ca_system_score_gemma":0.001656121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006967345,"about_ca_topic_score_gemma":0.004162013,"domain_scores_codex":[0.9986029,0.0004131645,0.000089339,0.0002852002,0.0005121232,0.00009732474],"domain_scores_gemma":[0.9991429,0.00034982,0.00008737054,0.0001160716,0.0002822796,0.00002150236],"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":[0.00007316307,0.00007241531,0.000328848,0.0002698282,0.00008402271,0.0001104686,0.00009195742,0.6848278,0.008530584,0.08326606,0.004222034,0.2181227],"study_design_scores_gemma":[0.000008891988,0.0000475675,0.000111836,0.00002247245,0.00001056458,0.00006423992,0.00001087461,0.9814917,0.002516623,0.01293232,0.002764899,0.00001796425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004964171,0.0006302483,0.9979723,0.00005910303,0.00001958202,0.00003259291,0.0000284523,0.0001137222,0.0006476481],"genre_scores_gemma":[0.07775077,0.003778643,0.9132009,0.0001314174,0.0001677565,0.0003143434,0.0004036956,0.0002522012,0.004000253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006967345,"threshold_uncertainty_score":0.01436102,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2169662561","doi":"10.1109/tbc.2007.891700","title":"Video Quality Metric for Bit Rate Control via Joint Adjustment of Quantization and Frame Rate","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":94,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"","keywords":"Quantization (signal processing); Video quality; Rate–distortion optimization; Computer science; Metric (unit); Computer vision; Inter frame; Artificial intelligence; Mathematics; Frame (networking); Block-matching algorithm; Reference frame; Video tracking; Video processing; Telecommunications","authors":[{"name":"R. Feghali","is_ca":true},{"name":"Filippo Speranza","is_ca":true},{"name":"Demin Wang","is_ca":true},{"name":"Andr Vincent","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05084400901924657,"gpt":0.3002236580874608,"spread":0.2493796490682142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002264582,0.0007249829,0.0005778135,0.0007158424,0.0001837224,0.0009350659,0.0007107581,0.0004982155,0.001120575],"category_scores_gemma":[0.007089511,0.0001640094,0.0002746973,0.0007383153,0.000454541,0.001476629,0.0004711357,0.0006413476,0.0003980182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004777543,"about_ca_system_score_gemma":0.0003598667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000497546,"about_ca_topic_score_gemma":0.000423101,"domain_scores_codex":[0.9982811,0.0004987051,0.0001609741,0.0002174215,0.0008002841,0.00004145795],"domain_scores_gemma":[0.9980015,0.0005325606,0.0004344521,0.0002336763,0.0007474638,0.00005027568],"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":[0.0005925013,0.0001590897,0.004273724,0.0009521237,0.0001481049,0.0001470255,0.0002101263,0.06340694,0.4710329,0.02917214,0.002291018,0.4276144],"study_design_scores_gemma":[0.00007780839,0.001687047,0.01094362,0.0001501352,0.0001812398,0.001310266,0.00008973131,0.705407,0.2526134,0.007366969,0.02001717,0.0001555715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02218443,0.001398984,0.9738674,0.0001085506,0.0001277004,0.0001076993,0.00005821086,0.0003483554,0.001798772],"genre_scores_gemma":[0.4234639,0.001087609,0.5727667,0.0001140747,0.0001528422,0.0002069901,0.0002326785,0.0002068373,0.001768382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002264582,"threshold_uncertainty_score":0.01197642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2111141256","doi":"10.1109/76.920187","title":"A rate-control scheme for video transport over wireless channels","year":2001,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":82,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of British Columbia; University of Washington","keywords":"Computer science; Retransmission; Video quality; Real-time computing; Channel (broadcasting); Network packet; Frame (networking); Automatic repeat request; Discrete cosine transform; Rayleigh fading; Wireless; Computer network; Encoder; Throughput; Fading; Computer vision; Telecommunications","authors":[{"name":"Supavadee Aramvith","is_ca":false},{"name":"I-Ming Pao","is_ca":false},{"name":"M.-T. Sun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02585009633219298,"gpt":0.2533030376610996,"spread":0.2274529413289066,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001306055,0.0006273492,0.0004334877,0.000474464,0.0004767712,0.0006571762,0.001234191,0.0005998296,0.00109707],"category_scores_gemma":[0.003128885,0.0001839987,0.0002677612,0.0003994653,0.0005554662,0.001147614,0.0005121453,0.0007541213,0.0003580328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000715722,"about_ca_system_score_gemma":0.0004526491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001318066,"about_ca_topic_score_gemma":0.001013593,"domain_scores_codex":[0.9993901,0.0001638767,0.00004559776,0.00007827667,0.0002601584,0.00006184026],"domain_scores_gemma":[0.998865,0.0003954066,0.0001872506,0.0001706715,0.0003311341,0.00005044757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007050468,0.0003524069,0.001281795,0.0004569592,0.00009901803,0.000690311,0.0003895625,0.321442,0.2057366,0.09662797,0.003479507,0.3687388],"study_design_scores_gemma":[0.00005173188,0.000276349,0.0002139461,0.00001797013,0.00003275999,0.0003320917,0.00001680132,0.9695143,0.0215947,0.004592088,0.003315613,0.00004165146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04378491,0.001224277,0.950363,0.0002772021,0.0001456273,0.0001942906,0.00004553246,0.0008309299,0.003134184],"genre_scores_gemma":[0.8189921,0.0009091748,0.1768058,0.000128429,0.0001631978,0.0001986795,0.00006698571,0.00004976214,0.002685951],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001318066,"threshold_uncertainty_score":0.006907165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2159544284","doi":"10.1109/iwna.2001.980870","title":"MPEG4 traffic modeling using the transform expand sample methodology","year":2002,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":78,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Encoder; Transfer (computing); Sample (material); TRACE (psycholinguistics); Bandwidth (computing); Encoding (memory); Real-time computing; Computer network; Artificial intelligence","authors":[{"name":"Ashraf Matrawy","is_ca":true},{"name":"L. Lambadaris","is_ca":true},{"name":"Changcheng Huang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3038948324109456,"gpt":0.3314527706284757,"spread":0.02755793821753016,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003350744,0.0003995525,0.0001396013,0.0005053952,0.0001335283,0.0002893934,0.0005087233,0.0004700733,0.000810197],"category_scores_gemma":[0.001164451,0.0001307666,0.0003037297,0.0002440521,0.0002256337,0.0003795432,0.0001484143,0.000316663,0.0001457915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003214865,"about_ca_system_score_gemma":0.0003088635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003541221,"about_ca_topic_score_gemma":0.001372535,"domain_scores_codex":[0.9998595,0.00004464599,0.00000697175,0.00001227713,0.00006334628,0.00001334765],"domain_scores_gemma":[0.9996654,0.0001642868,0.00004797397,0.00003236159,0.00008244324,0.000007475627],"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":[0.00006631039,0.000059391,0.001894005,0.00002652998,0.00001448633,0.0001239519,0.00004673427,0.9488748,0.01552408,0.01342323,0.0003245388,0.01962192],"study_design_scores_gemma":[0.000001747704,0.00001464961,0.00009537664,8.247392e-7,0.000001681837,0.00001152163,0.000002420006,0.9968542,0.002368958,0.0004423028,0.0002051348,0.000001221754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1628576,0.00006431744,0.830968,0.00008579509,0.00001616377,0.0001357997,0.0001650248,0.0007043279,0.005002954],"genre_scores_gemma":[0.9063562,0.0001561825,0.09083944,0.00002268338,0.00001743421,0.0001614527,0.0003387854,0.00008275573,0.002025047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003541221,"threshold_uncertainty_score":0.007041216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2166084780","doi":"10.1109/49.848261","title":"A concealment method for video communications in an error-prone environment","year":2000,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":71,"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":"University of British Columbia","keywords":"Computer science; Markov random field; Estimator; Maximum a posteriori estimation; Artificial intelligence; Block (permutation group theory); A priori and a posteriori; Computer vision; Motion estimation; Pixel; Motion compensation; Algorithm; Image (mathematics); Maximum likelihood; Mathematics; Image segmentation","authors":[{"name":"Shahram Shirani","is_ca":true},{"name":"F. Kossentini","is_ca":true},{"name":"Rabab Ward","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09301962795035137,"gpt":0.3734935940824016,"spread":0.2804739661320502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005357024,0.0005773654,0.00050679,0.0007076599,0.0003913562,0.0004598701,0.0008876011,0.0009317869,0.00113236],"category_scores_gemma":[0.001929227,0.0002735012,0.0004444304,0.0003823969,0.0003733707,0.001285556,0.0006549653,0.0009391239,0.000622744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003502195,"about_ca_system_score_gemma":0.0006076096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096348,"about_ca_topic_score_gemma":0.000861496,"domain_scores_codex":[0.9995818,0.00007380793,0.00002114193,0.00005502837,0.0002407732,0.00002749028],"domain_scores_gemma":[0.9992323,0.0002639952,0.0001232492,0.0001601006,0.0001878502,0.00003249326],"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":[0.0006292085,0.00009644349,0.0007036868,0.0004113235,0.0001124094,0.000306846,0.0002400747,0.07920039,0.171762,0.03730755,0.002056534,0.7071735],"study_design_scores_gemma":[0.00006441686,0.0002905572,0.0005747384,0.00004934036,0.00007443703,0.001113923,0.00003265852,0.8714631,0.1070292,0.006869724,0.01236858,0.00006928878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003700132,0.000412043,0.9954665,0.00004695568,0.00003391972,0.00001615209,0.00001061017,0.000129541,0.0001841904],"genre_scores_gemma":[0.1585266,0.0009590688,0.8365423,0.00007539323,0.00009754254,0.00007012125,0.00007272074,0.00005283608,0.003603421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00113236,"threshold_uncertainty_score":0.003788173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2110492826","doi":"10.1109/tcsvt.2005.852414","title":"Hybrid de-interlacing algorithm based on motion vector reliability","year":2005,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":71,"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":"Interlacing; Motion vector; Quarter-pixel motion; Computer science; Algorithm; Motion estimation; Reliability (semiconductor); Artificial intelligence; Computer vision; Image (mathematics)","authors":[{"name":"Demin Wang","is_ca":true},{"name":"A. Vincent","is_ca":true},{"name":"Phil Blanchfield","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01766596885895954,"gpt":0.2456541045212548,"spread":0.2279881356622953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001252787,0.001043494,0.00087035,0.001529914,0.0004343915,0.000834248,0.001315514,0.0006838369,0.001480529],"category_scores_gemma":[0.003965516,0.0004574415,0.0005672462,0.0009026831,0.0005000434,0.001665553,0.0007727985,0.0009137009,0.0007668801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005002655,"about_ca_system_score_gemma":0.0005287903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001595347,"about_ca_topic_score_gemma":0.001605704,"domain_scores_codex":[0.9990969,0.0001193449,0.00007788427,0.0001787567,0.0004685399,0.00005857198],"domain_scores_gemma":[0.9975913,0.0007119566,0.0003379619,0.0003879489,0.0009039716,0.00006699758],"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":[0.0005485665,0.00009050677,0.001381833,0.0001802715,0.00009938992,0.00009354395,0.0002142868,0.0571757,0.1089968,0.007093043,0.001627234,0.8224987],"study_design_scores_gemma":[0.00006164571,0.0003651207,0.001807382,0.00003264339,0.00008533655,0.0005018117,0.00006974843,0.853364,0.1312557,0.003090719,0.009274549,0.00009133037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01549988,0.0003964438,0.9824355,0.00004873813,0.00004959935,0.00004219872,0.00002478363,0.0007233445,0.000779465],"genre_scores_gemma":[0.1080112,0.0003061187,0.8886185,0.00004403605,0.00006468469,0.00007701977,0.0001478662,0.0001462303,0.00258432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001595347,"threshold_uncertainty_score":0.006625414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2130864343","doi":"10.1109/tbc.2010.2043896","title":"Motion-Compensated Frame Rate Up-Conversion—Part I: Fast Multi-Frame Motion Estimation","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":67,"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":"Motion estimation; Quarter-pixel motion; Motion interpolation; Block-matching algorithm; Computer science; Computer vision; Motion compensation; Motion field; Interpolation (computer graphics); Maximum a posteriori estimation; Frame (networking); Frame rate; Artificial intelligence; Motion (physics); Inter frame; Reference frame; Algorithm; Mathematics; Video processing; Telecommunications; Video tracking; Statistics","authors":[{"name":"Demin Wang","is_ca":true},{"name":"Liang Zhang","is_ca":true},{"name":"A. Vincent","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03051193962009272,"gpt":0.2595124744239057,"spread":0.229000534803813,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004592306,0.0006415613,0.0005871486,0.0009226776,0.0002642582,0.0005312499,0.0005967814,0.0005887359,0.004505597],"category_scores_gemma":[0.001305619,0.00029735,0.0003629539,0.0006122277,0.0001984792,0.0007876956,0.0002969636,0.0004808066,0.001666214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000319217,"about_ca_system_score_gemma":0.0003957536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991833,"about_ca_topic_score_gemma":0.002097445,"domain_scores_codex":[0.9996998,0.00004113227,0.00001614814,0.00005683755,0.0001609583,0.00002496552],"domain_scores_gemma":[0.9996412,0.000123482,0.00004791785,0.00007442195,0.0001020009,0.00001096162],"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":[0.0002607925,0.0000741437,0.0008109224,0.0002008604,0.00003894276,0.00011677,0.00005704792,0.02331144,0.1378058,0.003743227,0.003301659,0.8302785],"study_design_scores_gemma":[0.00005090358,0.0003227391,0.007506898,0.00007656304,0.00005234093,0.001099544,0.00004028126,0.6335768,0.3233992,0.002719283,0.03105931,0.00009626806],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01951936,0.0008838503,0.9754024,0.00005993168,0.0000648343,0.00009796514,0.000121107,0.001402105,0.002448427],"genre_scores_gemma":[0.2195508,0.0009609985,0.7712152,0.00005214541,0.00006584911,0.0001213449,0.0005297216,0.000180984,0.007322897],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004505597,"threshold_uncertainty_score":0.01507276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2103296735","doi":"10.1109/icip.2002.1038113","title":"Full search content independent block matching based on the fast Fourier transform","year":2003,"lang":"en","type":"article","venue":"Proceedings - International Conference on Image Processing","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":66,"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":"Fast Fourier transform; Metric (unit); Algorithm; Block (permutation group theory); Matching (statistics); Computation; Computer science; Prime-factor FFT algorithm; Fourier transform; Integer (computer science); Mathematics; Fourier analysis; Short-time Fourier transform; Statistics; Combinatorics","authors":[{"name":"S.L. Kilthau","is_ca":true},{"name":"Mark S. Drew","is_ca":true},{"name":"Torsten Möller","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07531468265330166,"gpt":0.2939752563043853,"spread":0.2186605736510837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000625308,0.0006129848,0.001127876,0.001489011,0.0004750177,0.0008842557,0.001365609,0.0009901366,0.005515739],"category_scores_gemma":[0.00205363,0.0004745022,0.0007186414,0.001419656,0.0003805937,0.002361733,0.001013909,0.0006708612,0.003135429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000396979,"about_ca_system_score_gemma":0.00110128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002305917,"about_ca_topic_score_gemma":0.00255715,"domain_scores_codex":[0.9993741,0.00006406687,0.00003602467,0.00008633244,0.0003905341,0.00004900406],"domain_scores_gemma":[0.9993299,0.000226542,0.00005938006,0.0001358431,0.0002211788,0.00002710858],"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":[0.0001702203,0.00009087876,0.0003891844,0.0001521928,0.00006630873,0.00008722331,0.00007324333,0.03437007,0.07063064,0.01160305,0.004532668,0.8778344],"study_design_scores_gemma":[0.00006547123,0.0001560245,0.0006931967,0.00001796103,0.00003964643,0.0005400547,0.00002720212,0.9290053,0.05071657,0.008286116,0.01041121,0.00004123984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00367644,0.0001385487,0.9948937,0.00003026208,0.00002804096,0.00003767844,0.00003784337,0.000550365,0.0006071103],"genre_scores_gemma":[0.03700111,0.00019907,0.9596984,0.00005050858,0.00004389765,0.0001271567,0.0002728604,0.0001298737,0.002477057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005515739,"threshold_uncertainty_score":0.01845193,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093432286","doi":"10.1109/tcsvt.2015.2395772","title":"Fast Mode Selection for HEVC Intra-Frame Coding With Entropy Coding Refinement Based on a Transparent Composite Model","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Canada Research Chairs","keywords":"Computer science; Coding tree unit; Coding (social sciences); Outlier; Algorithm; Context-adaptive binary arithmetic coding; Context-adaptive variable-length coding; Algorithmic efficiency; Entropy (arrow of time); Computational complexity theory; Artificial intelligence; Data mining; Mathematics; Data compression; Statistics; Decoding methods","authors":[{"name":"Nan Hu","is_ca":true},{"name":"En‐hui Yang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05280681491292123,"gpt":0.2764353165364635,"spread":0.2236285016235423,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006461858,0.0003298991,0.0003119891,0.0004569117,0.0001990176,0.0004027393,0.000573977,0.0003080566,0.0005233433],"category_scores_gemma":[0.001311474,0.0001842074,0.0004026216,0.0002985439,0.00026255,0.0004954229,0.000507028,0.0007763806,0.0001741407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004097407,"about_ca_system_score_gemma":0.0006947427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004003724,"about_ca_topic_score_gemma":0.005407341,"domain_scores_codex":[0.9995685,0.0000914873,0.00001753007,0.00005490455,0.0002401575,0.00002740084],"domain_scores_gemma":[0.9995416,0.0001731697,0.0000624298,0.00006028291,0.0001407099,0.00002175346],"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":[0.0006207888,0.000144077,0.003019587,0.00005905063,0.00005583416,0.0001704632,0.0001675329,0.4386233,0.1319813,0.01686954,0.00184726,0.4064412],"study_design_scores_gemma":[0.000004364423,0.00002336244,0.0002767569,0.000001924481,0.000002840442,0.00002521815,0.000002980498,0.9942623,0.004503542,0.0006166591,0.0002742846,0.000005659386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0257601,0.00008124583,0.9734831,0.00004415208,0.00001337996,0.00002226671,0.00002176601,0.0001844371,0.0003894581],"genre_scores_gemma":[0.5735577,0.0001652162,0.4242069,0.00005335744,0.00002224801,0.0000712189,0.0001879906,0.00006180989,0.001673475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004003724,"threshold_uncertainty_score":0.007960856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079065678","doi":"10.1117/12.501266","title":"&lt;title&gt;Toward optimal rate control: a study of the impact of spatial resolution, frame rate, and quantization on subjective video quality and bit rate&lt;/title&gt;","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":54,"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; Quantization (signal processing); Codec; Coding (social sciences); Bit rate; Image resolution; Video quality; Subjective video quality; Frame rate; Computer vision; Image quality; Artificial intelligence; Statistics; Real-time computing; Mathematics; Telecommunications; Image (mathematics)","authors":[{"name":"Demin Wang","is_ca":true},{"name":"Filippo Speranza","is_ca":true},{"name":"A. Vincent","is_ca":true},{"name":"Taali Martin","is_ca":true},{"name":"Phil Blanchfield","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01876122609409387,"gpt":0.2638074689255151,"spread":0.2450462428314212,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003364808,0.0004203876,0.0004814218,0.0004345499,0.0001641197,0.0009881073,0.000554301,0.0004682946,0.002119093],"category_scores_gemma":[0.0121224,0.0001817613,0.0002652275,0.0005412398,0.0006337364,0.0009082123,0.0002798369,0.0004637825,0.0003689134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005781614,"about_ca_system_score_gemma":0.0003168496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002541387,"about_ca_topic_score_gemma":0.001718411,"domain_scores_codex":[0.9980469,0.0008130852,0.0001117339,0.0001880571,0.0007760031,0.00006427738],"domain_scores_gemma":[0.9881508,0.008520228,0.0009641355,0.0004227034,0.001801807,0.0001403104],"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":[0.00277459,0.0007034137,0.01220166,0.001260324,0.0001972007,0.0005032551,0.0003467124,0.2379219,0.3474787,0.01145236,0.004300402,0.3808595],"study_design_scores_gemma":[0.000134803,0.003329461,0.01939547,0.0001339824,0.00009941326,0.0004139522,0.0001132396,0.8431144,0.1290051,0.001892428,0.002275268,0.00009253213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5354005,0.006101888,0.4436049,0.000628809,0.000323623,0.0005218382,0.000213904,0.0005032229,0.01270137],"genre_scores_gemma":[0.8788161,0.001812924,0.1157778,0.000152103,0.00008313466,0.0001648563,0.0001914748,0.0001328912,0.002868676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003364808,"threshold_uncertainty_score":0.01779497,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810054506","doi":"10.1109/tbc.2018.2847464","title":"Fast HEVC Intra Mode Decision Based on RDO Cost Prediction","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":50,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Encoder; Computer science; Computational complexity theory; Coding (social sciences); Algorithm; Rate–distortion optimization; Algorithmic efficiency; Computation; Real-time computing; Artificial intelligence; Multiview Video Coding; Mathematics; Video processing; Statistics","authors":[{"name":"Mohammadreza Jamali","is_ca":true},{"name":"Stéphane Coulombe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02819408653178712,"gpt":0.274880010121603,"spread":0.2466859235898158,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003772443,0.0009029506,0.0005445036,0.001133063,0.0002529269,0.0005905579,0.0007327104,0.0003433453,0.002001332],"category_scores_gemma":[0.001300952,0.0002591573,0.0003083005,0.0004309646,0.0002101444,0.000662921,0.0004238373,0.0007941978,0.0005015809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003972364,"about_ca_system_score_gemma":0.0009005376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005420554,"about_ca_topic_score_gemma":0.0123418,"domain_scores_codex":[0.9996455,0.00003403828,0.00001494183,0.00004306693,0.0002308836,0.0000316981],"domain_scores_gemma":[0.999448,0.0001749214,0.00003708521,0.00005932781,0.0002567882,0.00002391794],"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":[0.0004487074,0.0001688531,0.00145071,0.0001094246,0.00005431429,0.0001565425,0.00007444961,0.07538181,0.1353391,0.005446263,0.006516646,0.7748531],"study_design_scores_gemma":[0.00002358815,0.00005930993,0.00128149,0.000013247,0.00001482347,0.0001124572,0.0000134958,0.9587355,0.03669076,0.001220968,0.001806884,0.00002742708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03520377,0.0004581241,0.9597582,0.0001248357,0.00008910635,0.0001150858,0.0001690546,0.001425774,0.002656009],"genre_scores_gemma":[0.3198587,0.0005078651,0.6729562,0.0001194393,0.00005912696,0.0001582178,0.0007477289,0.000265755,0.00532702],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005420554,"threshold_uncertainty_score":0.01077801,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2138879276","doi":"10.1109/tcsvt.2008.2009260","title":"Soft Decision Quantization for H.264 With Main Profile Compatibility","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","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 Waterloo","funders":"","keywords":"Computer science; Reference software; Encoder; Context-adaptive binary arithmetic coding; Coding (social sciences); Algorithm; Quantization (signal processing); Rate–distortion optimization; Residual; Context-adaptive variable-length coding; Rate–distortion theory; Data compression; Mathematics; Artificial intelligence; Multiview Video Coding; Statistics; Video processing","authors":[{"name":"En‐hui Yang","is_ca":true},{"name":"Xiang Yu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03996159913730302,"gpt":0.2630155358905611,"spread":0.2230539367532581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008237679,0.0004389088,0.0003668289,0.0002996863,0.0001655272,0.0005957797,0.0005727949,0.0003600583,0.001912112],"category_scores_gemma":[0.002675299,0.0001777307,0.0003119468,0.0003783253,0.0002350392,0.0005965755,0.0004578398,0.0007889012,0.0004370925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004514606,"about_ca_system_score_gemma":0.0007812649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001392122,"about_ca_topic_score_gemma":0.001795215,"domain_scores_codex":[0.9991803,0.000162242,0.00004291236,0.0000649268,0.0005088474,0.0000407996],"domain_scores_gemma":[0.9993025,0.0002821586,0.00006826885,0.00007235716,0.0002578743,0.00001683911],"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":[0.0005467478,0.0001023714,0.0006606575,0.0003541459,0.00005452073,0.0002140565,0.0001146087,0.2621307,0.08495942,0.07659039,0.005714585,0.5685579],"study_design_scores_gemma":[0.00002710696,0.00015281,0.000339755,0.00002158338,0.00001358679,0.000112285,0.00001468953,0.9660353,0.01973605,0.01013037,0.003403984,0.00001254745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008213581,0.0004929472,0.9893067,0.00009853753,0.00004899189,0.00003720607,0.00005798631,0.0002110227,0.001532997],"genre_scores_gemma":[0.4155858,0.001061528,0.5780361,0.0002129195,0.000111494,0.0001260237,0.0004064979,0.00007980572,0.0043799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001912112,"threshold_uncertainty_score":0.006396651,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999077758","doi":"10.1109/tvt.2011.2172823","title":"Scalable Modulation for Video Transmission in Wireless Networks","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Modulation (music); Wireless; Transmission (telecommunications); Scalability; Computer network; Electronic engineering; Wireless network; Wireless transmission; Telecommunications; Engineering; Physics","authors":[{"name":"Lin Cai","is_ca":true},{"name":"Siyuan Xiang","is_ca":true},{"name":"Yuanqian Luo","is_ca":true},{"name":"Jianping Pan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02385857749638088,"gpt":0.234037144423457,"spread":0.2101785669270762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003164635,0.0003189371,0.0002305564,0.0002725202,0.0002362547,0.0003648444,0.0003225254,0.0003245751,0.002003058],"category_scores_gemma":[0.0008997014,0.00008987016,0.0001341365,0.0006335241,0.0003237104,0.0005021512,0.0002874281,0.0005181755,0.0002802238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004133362,"about_ca_system_score_gemma":0.0003657073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009480033,"about_ca_topic_score_gemma":0.001002448,"domain_scores_codex":[0.9998092,0.00006516263,0.000006068611,0.00001464852,0.00008786931,0.00001710439],"domain_scores_gemma":[0.9997703,0.0001161666,0.00002227196,0.00002382447,0.00005848444,0.000008872229],"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":[0.0003038644,0.00008244524,0.001059338,0.0005137559,0.0000713792,0.0003435529,0.0001452239,0.2529095,0.1503727,0.1738794,0.01422829,0.4060906],"study_design_scores_gemma":[0.00003906676,0.0002038093,0.000447729,0.00007539713,0.00002653122,0.0002075595,0.00003170545,0.9272186,0.01406875,0.04241946,0.01524403,0.00001738892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03809486,0.00718025,0.9380097,0.0009875589,0.0002905999,0.00009675544,0.00007421886,0.0005057242,0.01476023],"genre_scores_gemma":[0.8375542,0.004701027,0.1526822,0.0002687742,0.000361309,0.0001361973,0.0001284096,0.00005966056,0.00410819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002003058,"threshold_uncertainty_score":0.006700873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2009707700","doi":"10.1109/icicisys.2009.5357689","title":"An SSIM-optimal H.264/AVC inter frame encoder","year":2009,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Rate–distortion optimization; Encoder; Computer science; Coding (social sciences); Encoding (memory); Algorithm; Context-adaptive variable-length coding; Rate–distortion theory; Distortion (music); Bit rate; Context-adaptive binary arithmetic coding; Data compression; Artificial intelligence; Mathematics; Real-time computing; Multiview Video Coding; Telecommunications; Bandwidth (computing); Statistics; Video processing","authors":[{"name":"Chunling Yang","is_ca":false},{"name":"Rong-Kun Leung","is_ca":false},{"name":"Lai-Man Po","is_ca":false},{"name":"Zhi-Yi Mai","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01506186742423205,"gpt":0.2736043235995965,"spread":0.2585424561753645,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003874996,0.0004631178,0.0003611562,0.0005189298,0.000170215,0.0003092312,0.0005574745,0.000390171,0.001115698],"category_scores_gemma":[0.0008521233,0.0001419553,0.0002597752,0.0004703419,0.0001522122,0.000493565,0.0002702106,0.0003503985,0.0005509796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000343587,"about_ca_system_score_gemma":0.0006891881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267573,"about_ca_topic_score_gemma":0.002511939,"domain_scores_codex":[0.9997234,0.00003760018,0.00001578684,0.00003048463,0.000173243,0.0000195038],"domain_scores_gemma":[0.9998224,0.00001706502,0.00001872436,0.0000193763,0.0001144778,0.000008001481],"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":[0.0004024026,0.0001293559,0.0009187909,0.0003116808,0.00006012126,0.0002156448,0.00006895014,0.05714147,0.2507226,0.02798447,0.00802803,0.6540164],"study_design_scores_gemma":[0.00004571513,0.0002686979,0.001346176,0.00002969406,0.00003709603,0.0006801043,0.00002447375,0.847994,0.1276667,0.004663588,0.01719608,0.00004774621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0143177,0.0006568086,0.9789995,0.00008649226,0.0001086995,0.00009582179,0.0002065259,0.0009971823,0.004531322],"genre_scores_gemma":[0.1557187,0.0005273162,0.8383827,0.00008605755,0.00005565791,0.00009662192,0.0005259991,0.0001032451,0.004503771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001267573,"threshold_uncertainty_score":0.003732443,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2139402936","doi":"10.1109/icip.2005.1530568","title":"ASIC and FPGA implementations of H.264 DCT and quantization blocks","year":2005,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Quantization (signal processing); Discrete cosine transform; Application-specific integrated circuit; Field-programmable gate array; Computer science; Virtex; Pixel; CMOS; Trellis quantization; Data compression; Computer hardware; Embedded system; Algorithm; Parallel computing; Image compression; Electronic engineering; Artificial intelligence; Image processing; Image (mathematics); Engineering","authors":[{"name":"Roman C. Kordasiewicz","is_ca":true},{"name":"Shahram Shirani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02095469884550157,"gpt":0.280934729026201,"spread":0.2599800301806995,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001272233,0.0003598251,0.0001440641,0.0003229931,0.0002046138,0.0004621533,0.0004710686,0.0003120409,0.008989022],"category_scores_gemma":[0.0004026199,0.0001603086,0.0001463798,0.0004055805,0.0001225353,0.000302026,0.00008136703,0.0002891702,0.002525996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003842827,"about_ca_system_score_gemma":0.0004195747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002364936,"about_ca_topic_score_gemma":0.005929051,"domain_scores_codex":[0.9998424,0.00002346423,0.000007319562,0.00002574545,0.00007023373,0.00003090221],"domain_scores_gemma":[0.9998778,0.00001642085,0.000009913261,0.00001757101,0.00007127991,0.000007015364],"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":[0.0006936975,0.0001403693,0.001612062,0.0006590817,0.00007202985,0.0005629962,0.0001628309,0.03676483,0.2024982,0.05330466,0.03433402,0.6691951],"study_design_scores_gemma":[0.0003417965,0.002129426,0.006916929,0.0002276895,0.0001893986,0.002532104,0.0002314732,0.2072031,0.35105,0.0122431,0.4168607,0.00007424699],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1506141,0.006796214,0.6086664,0.0007550867,0.000992079,0.0004790674,0.001396053,0.007630332,0.2226707],"genre_scores_gemma":[0.6376987,0.002248282,0.2808753,0.0004171563,0.00012113,0.0002148982,0.001332833,0.0001755221,0.07691628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008989022,"threshold_uncertainty_score":0.03007132,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105318782","doi":"10.1109/6046.865483","title":"A concealment method for shape information in MPEG-4 coded video sequences","year":2000,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":39,"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; McMaster University","funders":"","keywords":"Computer science; Markov random field; Decoding methods; A priori and a posteriori; Estimator; Bitstream; Artificial intelligence; Binary number; Algorithm; Computer vision; Field (mathematics); Error concealment; Pattern recognition (psychology); Image (mathematics); Image segmentation; Mathematics","authors":[{"name":"Shahram Shirani","is_ca":true},{"name":"B. Erol","is_ca":true},{"name":"F. Kossentini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0261835550904589,"gpt":0.2959729190657412,"spread":0.2697893639752823,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005281946,0.0005788452,0.000434846,0.001029602,0.0003087249,0.0003901593,0.0006558688,0.0006797629,0.0009057416],"category_scores_gemma":[0.001874435,0.0003035169,0.0005272778,0.0004669306,0.0003296816,0.0009298765,0.000539402,0.0006060136,0.0004878392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003963762,"about_ca_system_score_gemma":0.0005837693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001413004,"about_ca_topic_score_gemma":0.001250253,"domain_scores_codex":[0.9996062,0.0000469054,0.00002431847,0.00004562915,0.0002523285,0.00002460067],"domain_scores_gemma":[0.9992043,0.0002176348,0.0001637266,0.0001367125,0.0002392031,0.00003832802],"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":[0.0006518008,0.0000699895,0.0008634887,0.000234054,0.00008666624,0.0002530051,0.0001860123,0.02922523,0.2632234,0.009700515,0.001287196,0.6942187],"study_design_scores_gemma":[0.00006091861,0.000366752,0.001424112,0.00005105965,0.0001037111,0.001323964,0.00003732783,0.6824424,0.2987127,0.003584055,0.01180038,0.00009266948],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01121397,0.0004221039,0.987656,0.00005047031,0.00004991192,0.00002258207,0.00002744432,0.0003133954,0.0002441881],"genre_scores_gemma":[0.1700174,0.000748857,0.8256344,0.00007511122,0.00008380915,0.00005521993,0.0001361243,0.00007243566,0.00317662],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001413004,"threshold_uncertainty_score":0.003030062,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2162043916","doi":"10.1109/ccece.2004.1345271","title":"Hardware implementation of the optimized transform and quantization blocks of H.264","year":2004,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Field-programmable gate array; Quantization (signal processing); Software; Virtex; Computer hardware; Discrete cosine transform; Coding (social sciences); Transform coding; Embedded system; Operating system; Image (mathematics); Algorithm; Artificial intelligence","authors":[{"name":"Roman C. Kordasiewicz","is_ca":true},{"name":"Shahram Shirani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01557867357765294,"gpt":0.2685120784166449,"spread":0.252933404838992,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001567143,0.0003258885,0.0001888952,0.0003735906,0.0002237818,0.0003618033,0.0004966676,0.0002363,0.005095714],"category_scores_gemma":[0.000501575,0.0001694469,0.0001445987,0.0002738117,0.0001413353,0.0002824307,0.0001723374,0.0003571048,0.00230709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002907008,"about_ca_system_score_gemma":0.0005953872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001836711,"about_ca_topic_score_gemma":0.00256066,"domain_scores_codex":[0.9998759,0.00001156844,0.000007564676,0.00001785202,0.00005915616,0.00002807987],"domain_scores_gemma":[0.9998693,0.00002598029,0.00001609605,0.00002062634,0.00005839292,0.000009536165],"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":[0.0004705886,0.0001483437,0.001377918,0.000335201,0.0000494741,0.0003703839,0.0001876717,0.01234772,0.4523213,0.01305495,0.01198149,0.5073549],"study_design_scores_gemma":[0.0002513627,0.001403896,0.01109548,0.00008935992,0.0001037489,0.002021531,0.00009248783,0.1477771,0.7169045,0.004198038,0.1159752,0.00008734303],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1203384,0.001262744,0.8302547,0.0003242881,0.0002781722,0.0005997431,0.0007432101,0.01087884,0.03531995],"genre_scores_gemma":[0.5170207,0.0006885277,0.4592222,0.0002269722,0.00008823726,0.0002856175,0.001410547,0.0003478577,0.02070936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005095714,"threshold_uncertainty_score":0.01704687,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2104495777","doi":"10.1109/newcas.2005.1496683","title":"A High Performance CABAC Encoder","year":2005,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Context-adaptive binary arithmetic coding; Context-adaptive variable-length coding; Computer science; Entropy encoding; Encoder; Huffman coding; Arithmetic coding; Reduced instruction set computing; Parallel computing; Encoding (memory); Adaptive coding; Application-specific integrated circuit; Coding (social sciences); Computer hardware; Arithmetic; Algorithm; Data compression; Instruction set; Lossless compression; Mathematics; Artificial intelligence","authors":[{"name":"Hassan Shojania","is_ca":true},{"name":"Subramania I. Sudharsanan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0137891044216094,"gpt":0.2191433061251974,"spread":0.205354201703588,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002005023,0.000459911,0.0003762001,0.0007281278,0.0006601142,0.0005600626,0.0008944167,0.0005320074,0.009694888],"category_scores_gemma":[0.0003951058,0.0001900471,0.0001895807,0.0007096819,0.0002044018,0.0004615425,0.0003529137,0.0006709363,0.003829102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004851577,"about_ca_system_score_gemma":0.0009179299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003117324,"about_ca_topic_score_gemma":0.004192239,"domain_scores_codex":[0.9996969,0.00002240962,0.00001135609,0.0000476069,0.0001873425,0.0000345538],"domain_scores_gemma":[0.9996197,0.00003032267,0.00001755909,0.00005423891,0.0002543054,0.00002389419],"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":[0.0004962806,0.0001123042,0.0008139269,0.0003897356,0.00003086295,0.000496937,0.0001135982,0.01063121,0.2865438,0.02957619,0.05424402,0.6165511],"study_design_scores_gemma":[0.0001356655,0.0006046976,0.001935523,0.00008813927,0.00007642322,0.002467796,0.00006970987,0.1862245,0.4145766,0.00568263,0.3880385,0.00009991308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05630894,0.003470884,0.8301795,0.0007543404,0.0008397979,0.0005496015,0.002358613,0.03146073,0.07407746],"genre_scores_gemma":[0.3407376,0.0007952423,0.6143988,0.0004054092,0.000262706,0.0002088743,0.003148627,0.0004393479,0.0396035],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009694888,"threshold_uncertainty_score":0.03243256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2073415935","doi":"10.1145/641007.641033","title":"Rate adaptation transcoding for precoded video streams","year":2002,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Macroblock; Computer science; Transcoding; Real-time computing; Video quality; Bitstream; Quantization (signal processing); Frame rate; Frame (networking); Bit rate; Deblocking filter; Inter frame; Computer vision; Reference frame; Algorithm; Computer network; Decoding methods","authors":[{"name":"Zhijun Lei","is_ca":true},{"name":"Nicolas D. Georganas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07569849572511954,"gpt":0.2473170350983228,"spread":0.1716185393732032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003660125,0.0003846694,0.0003637896,0.0003679202,0.0001701131,0.000373427,0.0004504407,0.0003051598,0.0009745697],"category_scores_gemma":[0.001991383,0.0001257488,0.0002578215,0.0002814624,0.0002140128,0.0004471984,0.0002449945,0.0005035738,0.0005070746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352829,"about_ca_system_score_gemma":0.0001971822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267876,"about_ca_topic_score_gemma":0.001686731,"domain_scores_codex":[0.9997285,0.00004634586,0.00001899964,0.0000416678,0.0001430625,0.00002153908],"domain_scores_gemma":[0.999359,0.0001615866,0.00004189757,0.0001284641,0.0002956947,0.00001333949],"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":[0.0005535527,0.0001319142,0.001116788,0.0001583715,0.00006104357,0.0007198029,0.0002277678,0.05231565,0.4319071,0.008016786,0.004117934,0.5006733],"study_design_scores_gemma":[0.00005250343,0.0002026864,0.001419372,0.00002224442,0.00004315735,0.0008655746,0.00006677199,0.8051345,0.180742,0.004090278,0.007319347,0.00004154452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08687023,0.0005549593,0.9068376,0.0001435388,0.0002276242,0.0001020029,0.00009197487,0.001530751,0.003641255],"genre_scores_gemma":[0.6278727,0.00101327,0.3611151,0.0002039305,0.0001906255,0.000111953,0.000419676,0.0001872728,0.008885412],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001267876,"threshold_uncertainty_score":0.003260255,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2139325799","doi":"10.1109/icassp.1996.544828","title":"An efficient motion estimation technique based on a rate-distortion criterion","year":2002,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":37,"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":"Distortion (music); Rate distortion; Residual; Motion estimation; Reduction (mathematics); Computer science; Motion vector; Rate–distortion optimization; Algorithm; Fast motion; Rate–distortion theory; Computational complexity theory; Constraint (computer-aided design); Parametric statistics; Mathematical optimization; Mathematics; Artificial intelligence; Coding (social sciences); Data compression; Block-matching algorithm; Image (mathematics); Video processing; Telecommunications; Statistics","authors":[{"name":"W.C. Chung","is_ca":false},{"name":"F. Kossentini","is_ca":true},{"name":"M.J.T. Smith","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02320961720187851,"gpt":0.2561182637706639,"spread":0.2329086465687854,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009375026,0.00122251,0.001186647,0.0009087897,0.0003594812,0.0006820234,0.001079507,0.001024334,0.001583557],"category_scores_gemma":[0.00220635,0.0005369511,0.000736545,0.0008334023,0.0003992532,0.001108388,0.0008260018,0.001252927,0.001560438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004611421,"about_ca_system_score_gemma":0.0007618774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001394373,"about_ca_topic_score_gemma":0.002259748,"domain_scores_codex":[0.9992577,0.0001498335,0.00005240848,0.0001164664,0.0003901197,0.00003340263],"domain_scores_gemma":[0.9993358,0.0002046659,0.00009387969,0.000117198,0.0002291952,0.00001919952],"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":[0.0001656274,0.0001171089,0.0005983137,0.0002892608,0.0001613009,0.0001391906,0.00008728611,0.1181833,0.1564586,0.021774,0.003459892,0.6985661],"study_design_scores_gemma":[0.00003914454,0.0001802862,0.0005868957,0.00002762883,0.00005735155,0.0005561007,0.00001179002,0.9317408,0.05373221,0.002982446,0.01002894,0.0000564974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008596106,0.0001915395,0.9984719,0.0000295309,0.00002356046,0.00002706723,0.0000142233,0.0001362695,0.0002462332],"genre_scores_gemma":[0.03748634,0.000552954,0.9594463,0.00006144672,0.00007867284,0.000115919,0.0001513581,0.00008388086,0.002023135],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001583557,"threshold_uncertainty_score":0.005297482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2120533609","doi":"10.1109/jdt.2009.2037524","title":"Specification of the Geometric Regularity Model for Fuzzy<i>If-Then</i>Rule-Based Deinterlacing","year":2010,"lang":"en","type":"article","venue":"Journal of Display Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Pixel; Interpolation (computer graphics); Enhanced Data Rates for GSM Evolution; Fuzzy logic; Artificial intelligence; Computer science; Mathematics; Algorithm; Duality (order theory); Computer vision; Image (mathematics)","authors":[{"name":"Gwanggil Jeon","is_ca":true},{"name":"Marco Anisetti","is_ca":false},{"name":"Valerio Bellandi","is_ca":false},{"name":"Ernesto Damiani","is_ca":false},{"name":"Jechang Jeong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01772882203035809,"gpt":0.2561665968940635,"spread":0.2384377748637054,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001632609,0.0003882961,0.0007685829,0.0006324641,0.0003722148,0.001313135,0.001932896,0.0007479314,0.001338095],"category_scores_gemma":[0.003651912,0.0003734359,0.001003161,0.0004288032,0.001326349,0.00138148,0.0005757778,0.001111205,0.0004922699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008114027,"about_ca_system_score_gemma":0.0009848657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002737403,"about_ca_topic_score_gemma":0.001739744,"domain_scores_codex":[0.9987948,0.0001730872,0.0001090675,0.000297044,0.0005020557,0.0001239426],"domain_scores_gemma":[0.9978284,0.0007511408,0.0003349436,0.0005389349,0.0004937293,0.00005281202],"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":[0.0002636352,0.0001436478,0.001645595,0.000168197,0.00005668271,0.0003313622,0.0002707248,0.7146941,0.03926819,0.1091442,0.0007200161,0.1332936],"study_design_scores_gemma":[0.000007914723,0.00004570207,0.0001743895,0.000008430556,0.000007440514,0.00008021331,0.00001110499,0.982872,0.008164036,0.007854236,0.0007625513,0.00001200151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0108524,0.00002406377,0.9876963,0.00002233172,0.00001009586,0.00003470031,0.00002324471,0.0001529955,0.001183861],"genre_scores_gemma":[0.5312493,0.00009680199,0.4663143,0.00004631907,0.00002898902,0.0001327125,0.0001474215,0.00007744669,0.001906673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002737403,"threshold_uncertainty_score":0.00863421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079065761","doi":"10.1109/mmul.2008.23","title":"Compressed-Domain Video Processing for Adaptation, Encryption, and Authentication","year":2008,"lang":"en","type":"article","venue":"IEEE Multimedia","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Encryption; Authentication (law); Adaptation (eye); Computer vision; Multimedia; Computer security","authors":[{"name":"Razib Iqbal","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true},{"name":"Abdulmotaleb El Saddik","is_ca":true},{"name":"Jiying Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04574084434390471,"gpt":0.262101724694515,"spread":0.2163608803506103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004279051,0.0006763438,0.0004419553,0.001089503,0.0004466478,0.0006614875,0.0007676873,0.0006377238,0.007567591],"category_scores_gemma":[0.001163083,0.0001226501,0.0003268905,0.0006212504,0.0003522199,0.0008342321,0.000597096,0.0006614393,0.003053633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000580553,"about_ca_system_score_gemma":0.0007827183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117048,"about_ca_topic_score_gemma":0.001883642,"domain_scores_codex":[0.999584,0.0000461918,0.0000183581,0.0000418128,0.0002577278,0.00005185006],"domain_scores_gemma":[0.9996051,0.00007171356,0.00002555161,0.00009593837,0.0001791978,0.00002257237],"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":[0.0004844624,0.0001783413,0.0005136374,0.0002555954,0.00005571285,0.0004447761,0.0001183443,0.006083692,0.5382385,0.05729323,0.01932791,0.3770058],"study_design_scores_gemma":[0.0001110382,0.0005038187,0.001725272,0.0001167256,0.00009504543,0.002789378,0.00008350305,0.195758,0.6873356,0.01308263,0.0983175,0.00008157112],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02536969,0.001159783,0.944573,0.0005369328,0.0003793041,0.0007132965,0.0005746517,0.003751853,0.02294154],"genre_scores_gemma":[0.3616673,0.002192819,0.5972565,0.0009401258,0.0005358622,0.0004781365,0.002483778,0.0004210439,0.03402448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007567591,"threshold_uncertainty_score":0.02531612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061438864","doi":"10.1109/tcsvt.2014.2306035","title":"Fast Motion Estimation Based on Confidence Interval","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Computer science; Reference software; Coding (social sciences); Algorithm; Motion estimation; Software; Mathematics; Statistics","authors":[{"name":"Nan Hu","is_ca":true},{"name":"En‐hui Yang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02389501406765183,"gpt":0.2522168941252695,"spread":0.2283218800576177,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001953746,0.000810314,0.0009077114,0.002012066,0.0002732964,0.001109635,0.001292238,0.0006982317,0.001717175],"category_scores_gemma":[0.01571582,0.0003909663,0.000793636,0.001375278,0.0004394278,0.001814015,0.001087901,0.001362518,0.0004389708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004962632,"about_ca_system_score_gemma":0.0008600299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003594699,"about_ca_topic_score_gemma":0.00199721,"domain_scores_codex":[0.9984049,0.0003435465,0.0001148876,0.0003256759,0.0007192655,0.00009183693],"domain_scores_gemma":[0.993404,0.004131321,0.0005701739,0.0005127085,0.001290627,0.00009127807],"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":[0.0006008667,0.00006264993,0.004374864,0.0002620136,0.0001596155,0.0001690511,0.0001352931,0.3081634,0.02041616,0.01976734,0.001903624,0.6439852],"study_design_scores_gemma":[0.00001652868,0.00004996712,0.00108958,0.00002196132,0.00002021767,0.0001263983,0.000008434404,0.9902317,0.004920026,0.002665543,0.0008225376,0.00002712781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009097824,0.0004534977,0.9896054,0.00003307039,0.0000186584,0.00001721539,0.00004603935,0.0002724358,0.0004558074],"genre_scores_gemma":[0.4786513,0.001028356,0.5176043,0.00008029956,0.0000943448,0.0001046715,0.0006785253,0.0001570307,0.001601191],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003594699,"threshold_uncertainty_score":0.01033252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105298096","doi":"10.1109/76.867922","title":"Efficient coding and mapping algorithms for software-only real-time video coding at low bit rates","year":2000,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":35,"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":"Computer science; MMX; Algorithm; Encoder; Discrete cosine transform; Data compression; SIMD; Context-adaptive binary arithmetic coding; Computer hardware; Parallel computing; Artificial intelligence","authors":[{"name":"B. Erol","is_ca":true},{"name":"F. Kossentini","is_ca":true},{"name":"Hussein Alnuweiri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02553626770469867,"gpt":0.2539826215406789,"spread":0.2284463538359802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006611141,0.0007214466,0.0004508703,0.001001101,0.000510281,0.0007445315,0.0009253037,0.0005862952,0.003048155],"category_scores_gemma":[0.002103727,0.0002625195,0.0003911764,0.000827592,0.0005126616,0.001097121,0.0006371357,0.001029264,0.001604851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005782209,"about_ca_system_score_gemma":0.0008491744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00171772,"about_ca_topic_score_gemma":0.002037802,"domain_scores_codex":[0.9994977,0.00008545845,0.00003189387,0.00005122998,0.0002936266,0.00004007925],"domain_scores_gemma":[0.9992605,0.0002375731,0.00006775663,0.0001672194,0.0002473837,0.0000195693],"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":[0.0001574131,0.00009531511,0.0002869543,0.0001250758,0.00002725586,0.00008386234,0.0001172223,0.07896872,0.04446971,0.06235905,0.004959493,0.8083498],"study_design_scores_gemma":[0.00006240589,0.0001228415,0.0003194866,0.000046025,0.0000232965,0.000272446,0.00003545155,0.8934085,0.05827546,0.03055832,0.01683857,0.00003727349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002496663,0.0001812866,0.9957639,0.00004256662,0.00003912094,0.00003186105,0.00001988946,0.0005298505,0.0008948056],"genre_scores_gemma":[0.06492659,0.0004652147,0.9309061,0.00006329922,0.00008803694,0.0002040323,0.000213068,0.0001629891,0.002970709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003048155,"threshold_uncertainty_score":0.0101971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2007604684","doi":"10.1016/j.peva.2007.02.004","title":"A new model for video traffic originating from multiplexed MPEG-4 videoconference streams","year":2007,"lang":"en","type":"article","venue":"Performance Evaluation","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Videoconferencing; Burstiness; Variable bitrate; Autoregressive model; Real-time computing; Frame (networking); Computer network; Network packet; Multimedia; Bit rate; Statistics; Mathematics","authors":[{"name":"Aggelos Lazaris","is_ca":false},{"name":"Polychronis Koutsakis","is_ca":true},{"name":"M. Paterakis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07062651834011176,"gpt":0.3266894149817192,"spread":0.2560628966416075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002487462,0.002019738,0.001328184,0.001682634,0.0006983003,0.002250511,0.003196405,0.002058368,0.002901883],"category_scores_gemma":[0.004833755,0.0004882367,0.0009843052,0.0014227,0.0009685553,0.003976598,0.0009775506,0.001956803,0.001165019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002545115,"about_ca_system_score_gemma":0.001450891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004640068,"about_ca_topic_score_gemma":0.004425522,"domain_scores_codex":[0.9973622,0.0008182124,0.0001063856,0.0003700218,0.00101452,0.0003286604],"domain_scores_gemma":[0.9963157,0.001626111,0.0002572789,0.0003782418,0.001253872,0.0001688479],"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":[0.0006894724,0.0004846549,0.001294515,0.0002155072,0.000137734,0.0004142956,0.0001455896,0.8598273,0.02556613,0.05783303,0.004279564,0.04911232],"study_design_scores_gemma":[0.000009253987,0.00003798106,0.0000419787,0.000003002754,0.00001934815,0.00003852428,0.000004270702,0.9964253,0.0009698017,0.001917754,0.0005264078,0.000006354509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03511548,0.0006279252,0.9566818,0.0004770639,0.0002748363,0.0002177417,0.000263626,0.0006746121,0.00566683],"genre_scores_gemma":[0.7240793,0.001868857,0.2433414,0.0004790346,0.0007950752,0.0007340509,0.0008064775,0.0005296991,0.02736608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004640068,"threshold_uncertainty_score":0.01846623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2082853220","doi":"10.1145/2597176.2578276","title":"A DASH-based Free Viewpoint Video Streaming System","year":2014,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":33,"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":"Computer science; Dynamic Adaptive Streaming over HTTP; Dash; Scalability; Bit rate; Server; Adaptation (eye); Real-time computing; Video streaming; Distortion (music); Quality of experience; Quality of service; Computer network; Bandwidth (computing); Database; Operating system","authors":[{"name":"Ahmed Hamza","is_ca":true},{"name":"Mohamed Hefeeda","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01237325558184273,"gpt":0.2127463752852895,"spread":0.2003731197034468,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003779515,0.0005865909,0.000674881,0.0004703608,0.0004412965,0.0008036183,0.001713565,0.0005228432,0.010146],"category_scores_gemma":[0.0007761979,0.0002478739,0.0002370632,0.0003554923,0.0002263111,0.000954297,0.001351997,0.0006136341,0.00358876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003731485,"about_ca_system_score_gemma":0.0004981571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002447248,"about_ca_topic_score_gemma":0.001782875,"domain_scores_codex":[0.9996027,0.00005202166,0.00002388267,0.00008364442,0.0001942107,0.00004350529],"domain_scores_gemma":[0.9993436,0.00007131952,0.00002344561,0.0001408875,0.0002174209,0.0002033722],"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":[0.003577865,0.0009061257,0.006750868,0.0003478857,0.0001483989,0.002284145,0.0005651668,0.01739787,0.5097179,0.008743256,0.04959884,0.3999616],"study_design_scores_gemma":[0.0008464299,0.002276739,0.008970168,0.00004121497,0.0001505546,0.002406949,0.0002903639,0.6289216,0.2077912,0.003863596,0.1441917,0.0002495576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3196114,0.0007819911,0.554514,0.0006246491,0.0004156103,0.001026943,0.002760655,0.07795653,0.04230825],"genre_scores_gemma":[0.788906,0.0004105434,0.1604385,0.0004279476,0.0001759813,0.0003419682,0.006882187,0.001501621,0.04091531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.010146,"threshold_uncertainty_score":0.03394175,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2101173850","doi":"10.1109/icassp.2006.1660543","title":"Lossless Compression of 4D Medical Images using H.264/AVC","year":2006,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":32,"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":"Lossless compression; Computer science; Data compression; Lossy compression; Image compression; Computer vision; Compression (physics); Artificial intelligence; Context-adaptive binary arithmetic coding; Texture compression; Coding (social sciences); Image (mathematics); Image processing; Mathematics","authors":[{"name":"Víctor Sánchez","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true},{"name":"Rafeef Abugharbieh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01775182055769468,"gpt":0.2693075281816029,"spread":0.2515557076239082,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002961747,0.0005125211,0.0003355609,0.00125226,0.0002035671,0.0004212208,0.0004820966,0.0004807894,0.001575956],"category_scores_gemma":[0.0009265044,0.0001561669,0.0002865051,0.0007262661,0.0002762069,0.0004446554,0.0003330812,0.0003714346,0.0005972651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002694357,"about_ca_system_score_gemma":0.0003712766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002265576,"about_ca_topic_score_gemma":0.001731967,"domain_scores_codex":[0.9997696,0.00001774339,0.00001540599,0.00001368578,0.000168643,0.00001496934],"domain_scores_gemma":[0.9997424,0.00006847428,0.00003455204,0.00004258182,0.0001022829,0.000009627341],"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":[0.000543447,0.0001706048,0.0009672777,0.000415273,0.00007320897,0.001595219,0.0001554317,0.03005949,0.4024079,0.00424525,0.01193269,0.5474343],"study_design_scores_gemma":[0.0001756908,0.0008570081,0.008433748,0.0001519966,0.0001301993,0.005027074,0.0001194104,0.4641492,0.4764725,0.004577321,0.03978017,0.0001257046],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1935794,0.004423969,0.7791026,0.001288473,0.0006424342,0.0007493052,0.001959533,0.004878755,0.01337559],"genre_scores_gemma":[0.4672002,0.0040277,0.5130861,0.0006426142,0.0003898662,0.0002414789,0.002931678,0.0002436522,0.01123669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002265576,"threshold_uncertainty_score":0.00527209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2044255420","doi":"10.1109/icassp.2013.6637951","title":"Content adaptive complexity reduction scheme for quality/fidelity scalable HEVC","year":2013,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":31,"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":"Computer science; Codec; Scalability; Coding (social sciences); Scalable Video Coding; High fidelity; Fidelity; Multiview Video Coding; Algorithmic efficiency; Coding tree unit; Real-time computing; Computational complexity theory; Computer engineering; Algorithm; Decoding methods; Computer hardware; Video processing; Video tracking; Mathematics; Telecommunications; Operating system","authors":[{"name":"Hamid Reza Tohidypour","is_ca":true},{"name":"Mahsa T. Pourazad","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2708291697155227,"gpt":0.3321154755170416,"spread":0.06128630580151895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002403938,0.0003735083,0.0003348109,0.0005565379,0.0002324684,0.0003326817,0.0006523106,0.0002851434,0.001679186],"category_scores_gemma":[0.0007481744,0.00009972803,0.0002898948,0.0004560013,0.0002047483,0.0005494284,0.0005236746,0.0005794761,0.0003606144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831038,"about_ca_system_score_gemma":0.0003829603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001822662,"about_ca_topic_score_gemma":0.003769758,"domain_scores_codex":[0.9996781,0.00003058292,0.00001433926,0.00002937879,0.0002221102,0.00002547003],"domain_scores_gemma":[0.9997688,0.0000444001,0.00002194764,0.00005397994,0.00009501044,0.00001588997],"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":[0.0002172203,0.0001350171,0.00072004,0.000079118,0.000043942,0.000259319,0.00009987279,0.06623156,0.3807238,0.01821203,0.004789847,0.5284882],"study_design_scores_gemma":[0.00003900394,0.0001642202,0.001646635,0.00001447572,0.00002890345,0.0004009731,0.00002045631,0.9110593,0.07509292,0.003398325,0.008098253,0.00003660641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03193936,0.0004013748,0.9645811,0.0001030216,0.00006578447,0.00009342443,0.00006039106,0.0004437288,0.002311809],"genre_scores_gemma":[0.4880975,0.0005519203,0.5035401,0.0001833761,0.0001155871,0.0001420761,0.0004350876,0.00009632568,0.006838104],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001822662,"threshold_uncertainty_score":0.00561744,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2091671653","doi":"10.1109/icecs.2012.6463542","title":"A study on the HEVC performance over lossy networks","year":2012,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Telus (Canada); University of British Columbia","funders":"","keywords":"Computer science; Lossy compression; Coding (social sciences); Data compression; Context-adaptive binary arithmetic coding; Real-time computing; Imperfect; Algorithm; Artificial intelligence; Mathematics; Statistics","authors":[{"name":"Basak Oztas","is_ca":true},{"name":"Mahsa T. Pourazad","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true},{"name":"Victor C. M. Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04733474326967338,"gpt":0.2664151765707506,"spread":0.2190804333010773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001004142,0.00035383,0.0003544462,0.0007348484,0.0004925728,0.0005983177,0.0005107849,0.0006954995,0.001118682],"category_scores_gemma":[0.009282872,0.0001215921,0.0001208499,0.001043942,0.0006957902,0.001254657,0.0003451838,0.0006539695,0.0001505594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105269,"about_ca_system_score_gemma":0.0003500044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007770121,"about_ca_topic_score_gemma":0.004534622,"domain_scores_codex":[0.9991434,0.0001543538,0.00002639318,0.00008687812,0.0003715937,0.0002173643],"domain_scores_gemma":[0.9934009,0.004466304,0.00045142,0.0004405186,0.001123674,0.0001171825],"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":[0.0009173265,0.0002213736,0.006912095,0.0002831606,0.0001207762,0.0007002846,0.0002969274,0.8084282,0.09918768,0.01029321,0.002564908,0.07007419],"study_design_scores_gemma":[0.00001952168,0.0007624961,0.01096323,0.00007699167,0.00004309218,0.0005941072,0.0001755302,0.9122278,0.07122166,0.001922781,0.001942117,0.00005069715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551318,0.002673392,0.03271477,0.0004092963,0.00006592862,0.0000684376,0.0002684889,0.0002701226,0.008397843],"genre_scores_gemma":[0.996117,0.0006871475,0.002136137,0.00003265753,0.0000146068,0.000009022707,0.0000915271,0.00002115506,0.0008906957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007770121,"threshold_uncertainty_score":0.01544976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2122686636","doi":"10.1109/tcsvt.2009.2031521","title":"Efficient Motion Re-Estimation With Rate-Distortion Optimization for MPEG-2 to H.264/AVC Transcoding","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":31,"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":"Transcoding; Macroblock; Computer science; Motion estimation; Rate–distortion theory; Rate–distortion optimization; Computational complexity theory; Data compression; Algorithm; Block size; Scalable Video Coding; Real-time computing; Block (permutation group theory); Quarter-pixel motion; Motion compensation; Block-matching algorithm; Computer vision; Decoding methods; Video tracking; Mathematics; Video processing","authors":[{"name":"Qiang Tang","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0248661039162181,"gpt":0.254954615623529,"spread":0.2300885117073109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003624714,0.0005663891,0.0004895402,0.0004214158,0.0001996575,0.0003057151,0.0005052487,0.0003717161,0.0009636309],"category_scores_gemma":[0.001049875,0.0002332188,0.0003423197,0.0003692778,0.0001493825,0.0004683171,0.0003233665,0.0003868125,0.000437265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003224722,"about_ca_system_score_gemma":0.0004970777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003596565,"about_ca_topic_score_gemma":0.005331472,"domain_scores_codex":[0.9996352,0.00006346284,0.00003005453,0.00004827212,0.000201243,0.0000217812],"domain_scores_gemma":[0.9997213,0.0000919911,0.00004044238,0.00003867546,0.00009994494,0.000007574652],"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":[0.0003081244,0.0001501303,0.0008225306,0.0001207134,0.00007080253,0.0002208501,0.00007668535,0.1895011,0.2953066,0.003605696,0.002697324,0.5071195],"study_design_scores_gemma":[0.0000162507,0.00006872995,0.0008120594,0.000006731256,0.00001548576,0.0002217429,0.00001155174,0.9489775,0.04808534,0.0005515596,0.001217143,0.00001592194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02189024,0.0004841163,0.9762968,0.00004511473,0.0000183029,0.00003412161,0.00003578521,0.0005802796,0.0006153114],"genre_scores_gemma":[0.2661964,0.000559521,0.7306761,0.00005425223,0.00003049392,0.00006214475,0.0002553747,0.0001329592,0.002032847],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003596565,"threshold_uncertainty_score":0.007151306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2145814450","doi":"10.1109/icip.2005.1530347","title":"Quality metric for video sequences with temporal scalability","year":2005,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":29,"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":"Quantization (signal processing); Computer science; Correlation; Metric (unit); Video quality; Coding (social sciences); Scalable Video Coding; Bit rate; Scalability; Artificial intelligence; Computer vision; Correlation coefficient; Rate–distortion optimization; Multiview Video Coding; Pattern recognition (psychology); Mathematics; Statistics; Real-time computing; Motion compensation; Video tracking; Video processing; Machine learning","authors":[{"name":"R. Feghali","is_ca":true},{"name":"D. Wang","is_ca":true},{"name":"Filippo Speranza","is_ca":true},{"name":"A. Vincent","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04931123637450113,"gpt":0.319422256293763,"spread":0.2701110199192619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002635671,0.0007818733,0.0004683635,0.001943833,0.0002280031,0.0006651151,0.0005012447,0.000416966,0.001977093],"category_scores_gemma":[0.01450068,0.0001251631,0.0002827999,0.001493804,0.0003467079,0.001298617,0.0006568118,0.0004744749,0.0003996394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000448601,"about_ca_system_score_gemma":0.0003120191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007107171,"about_ca_topic_score_gemma":0.0006801828,"domain_scores_codex":[0.9974233,0.000581044,0.0002358716,0.0002087617,0.001485576,0.00006540686],"domain_scores_gemma":[0.994165,0.001328938,0.0008765826,0.0005556716,0.002905718,0.0001682108],"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":[0.001883343,0.0003355959,0.01238677,0.001442468,0.0003715073,0.0003746425,0.0004670503,0.05598734,0.467626,0.02094568,0.008795349,0.4293842],"study_design_scores_gemma":[0.0001953632,0.002887312,0.0329734,0.0001663967,0.0002082649,0.002315028,0.0002678267,0.6938275,0.2347918,0.01001229,0.02212155,0.0002332365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1074833,0.002990847,0.8813002,0.0002557127,0.0003396183,0.0005236182,0.000834256,0.001256113,0.005016429],"genre_scores_gemma":[0.5620865,0.0007631165,0.4328378,0.0001343442,0.0001330045,0.0004194634,0.001598596,0.0001739013,0.001853241],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002635671,"threshold_uncertainty_score":0.01393896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090556474","doi":"10.1109/tcsii.2007.902215","title":"CAVLC Encoder Design for Real-Time Mobile Video Applications","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems II Analog and Digital Signal Processing","topic":"Video Coding and Compression Technologies","field":"Computer Science","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 Calgary","funders":"","keywords":"Computer science; Field-programmable gate array; Context-adaptive variable-length coding; Encoder; Bitstream; Computer hardware; Entropy encoding; Lookup table; Real-time computing; Frame rate; Embedded system; Computer architecture; Data compression; Context-adaptive binary arithmetic coding; Algorithm; Decoding methods","authors":[{"name":"Choudhury A. Rahman","is_ca":true},{"name":"Wael Badawy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02747648634311899,"gpt":0.2548901152089705,"spread":0.2274136288658515,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001758856,0.0002827155,0.0001845154,0.0004001141,0.0001732204,0.0003921601,0.0005689098,0.0002751317,0.003024546],"category_scores_gemma":[0.0004466329,0.0001176271,0.0001272438,0.0003060761,0.0001066497,0.0004207509,0.0002332052,0.0003437567,0.001274208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000429931,"about_ca_system_score_gemma":0.0007002872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899265,"about_ca_topic_score_gemma":0.003464299,"domain_scores_codex":[0.999811,0.0000156909,0.00001172884,0.0000356884,0.0001048293,0.0000210573],"domain_scores_gemma":[0.9997256,0.0000280375,0.0000200896,0.00002529337,0.0001880085,0.00001277566],"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":[0.0003839131,0.00004958017,0.001392719,0.0002713237,0.00003296888,0.0004574403,0.00009837557,0.01069882,0.3986105,0.008176704,0.01211025,0.5677174],"study_design_scores_gemma":[0.0001646815,0.0006666147,0.003598043,0.0001207367,0.00009933463,0.002567532,0.00007377355,0.4236456,0.4588378,0.002316785,0.1078358,0.0000733187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04800475,0.002044079,0.9309745,0.0003152106,0.000306263,0.0001773252,0.0003749612,0.006367011,0.01143578],"genre_scores_gemma":[0.5627253,0.0009959752,0.4172098,0.0005152154,0.0002519985,0.0002272619,0.001227611,0.0002315092,0.01661537],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003024546,"threshold_uncertainty_score":0.01011813,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W339446771","doi":"10.1007/s11554-015-0504-8","title":"A DASH-based HEVC multi-view video streaming system","year":2015,"lang":"en","type":"article","venue":"Journal of Real-Time Image Processing","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":28,"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":"","keywords":"Computer science; Multiview Video Coding; Video compression picture types; Bandwidth (computing); Video tracking; Video quality; Multimedia; Rendering (computer graphics); Real-time computing; Scalability; Video processing; Coding (social sciences); Network packet; Quality of experience; The Internet; Scalable Video Coding; Data compression; Motion compensation; Quality of service; Computer network; Computer vision","authors":[{"name":"Tianyu Su","is_ca":true},{"name":"Ashkan Sobhani","is_ca":true},{"name":"Abdulsalam Yassine","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true},{"name":"Abbas Javadtalab","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03372352308166397,"gpt":0.2901069994851191,"spread":0.2563834764034552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003173578,0.0005159127,0.0007191902,0.0006347195,0.0004620401,0.0006334145,0.00124387,0.0004337902,0.008012111],"category_scores_gemma":[0.0004587076,0.0002058786,0.0001728707,0.0004226338,0.0001481711,0.0006567239,0.0006252734,0.0004912518,0.002113028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003314694,"about_ca_system_score_gemma":0.0006118961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003461216,"about_ca_topic_score_gemma":0.004972835,"domain_scores_codex":[0.9996914,0.00002955961,0.00001798179,0.00005358774,0.0001720942,0.00003548777],"domain_scores_gemma":[0.9994386,0.00004318616,0.00001765995,0.00008743942,0.0003259951,0.00008719826],"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":[0.002433948,0.0006657106,0.002889441,0.0001708189,0.0001080639,0.0007760407,0.0001083471,0.006231373,0.5682389,0.001927786,0.02225126,0.3941983],"study_design_scores_gemma":[0.0005425759,0.002144297,0.009607904,0.00004402468,0.0001806484,0.001746926,0.0001812631,0.5546306,0.3781438,0.001203996,0.05137483,0.0001992383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4616313,0.001205976,0.4668762,0.0005733265,0.0006629312,0.0008871212,0.001550236,0.03749071,0.02912224],"genre_scores_gemma":[0.8132212,0.0004530563,0.1423265,0.0004301839,0.0001760742,0.0001911756,0.002460636,0.0004764161,0.04026477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008012111,"threshold_uncertainty_score":0.0268032,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2111455226","doi":"10.1109/76.999201","title":"Algorithm-based low-power VLSI architecture for 2D mesh video-object motion tracking","year":2002,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","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 Calgary","funders":"","keywords":"Computer science; Very-large-scale integration; Video tracking; Computer vision; Artificial intelligence; Motion estimation; Object (grammar); Tracking (education); Computer graphics (images); Embedded system","authors":[{"name":"Wael Badawy","is_ca":true},{"name":"Magdy Bayoumi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02705460440985355,"gpt":0.2436778563713601,"spread":0.2166232519615065,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000143442,0.0003499402,0.0002245084,0.0004807754,0.0002485982,0.0004922621,0.001142242,0.0003941427,0.005637315],"category_scores_gemma":[0.0003534293,0.0001870841,0.0002209305,0.000520822,0.0001219292,0.0006632079,0.000268361,0.0002675162,0.001428429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006791817,"about_ca_system_score_gemma":0.0006114647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002126356,"about_ca_topic_score_gemma":0.004445302,"domain_scores_codex":[0.999856,0.00001805728,0.000009690578,0.00002770516,0.00007399889,0.00001452456],"domain_scores_gemma":[0.9998927,0.0000236624,0.00001247322,0.00001732351,0.00004767057,0.000006109932],"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":[0.0003446844,0.0001822119,0.001901301,0.0004085187,0.0001078924,0.0002853482,0.00017758,0.09027816,0.2416796,0.02853561,0.01855113,0.617548],"study_design_scores_gemma":[0.0001385669,0.0006711298,0.00195866,0.00004099863,0.00007364125,0.0004994312,0.00003271478,0.8854904,0.06567479,0.005547786,0.03982211,0.00004979016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01833493,0.0004921218,0.9701115,0.0001151939,0.00008546747,0.0001093974,0.0001149788,0.002886372,0.007750063],"genre_scores_gemma":[0.3201214,0.000420528,0.6661492,0.000233473,0.00005768983,0.0002621217,0.0006023676,0.0001418668,0.01201146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005637315,"threshold_uncertainty_score":0.01885873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2465679226","doi":"10.1109/tbc.2016.2576600","title":"An Encoder Complexity Reduction Scheme for Quality/Fidelity Scalable HEVC","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Telus (Canada); University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Encoder; Scalability; Coding (social sciences); Fidelity; Scalable Video Coding; Computer engineering; Real-time computing; High fidelity; Random access; Computational complexity theory; Algorithm; Computer network; Telecommunications; Mathematics; Engineering","authors":[{"name":"Hamid Reza Tohidypour","is_ca":true},{"name":"Mahsa T. Pourazad","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1205057113664843,"gpt":0.3455440324738623,"spread":0.225038321107378,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003626179,0.0004978101,0.0004077666,0.00054582,0.0003108739,0.0004454391,0.0006843216,0.0003775924,0.001678758],"category_scores_gemma":[0.0010846,0.0001573789,0.0003703183,0.0004065672,0.0002789805,0.0007449712,0.0006912961,0.0009353752,0.0004530883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004513052,"about_ca_system_score_gemma":0.0004996617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155578,"about_ca_topic_score_gemma":0.002049149,"domain_scores_codex":[0.9993955,0.00006153368,0.00003128449,0.00006747797,0.0004033336,0.00004091157],"domain_scores_gemma":[0.9995185,0.00009587353,0.00005050552,0.0001319294,0.0001761046,0.00002710454],"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":[0.0002687533,0.0001487559,0.0006382696,0.0001064901,0.00005402684,0.0002976895,0.0001620117,0.0733692,0.3454895,0.03013565,0.004428009,0.5449017],"study_design_scores_gemma":[0.00004246668,0.0002391784,0.0008494944,0.00001879135,0.00003215277,0.0005510673,0.000025201,0.8896847,0.09506384,0.003801574,0.009644615,0.00004701238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01767044,0.000319906,0.9794472,0.000108312,0.0000847644,0.00008614129,0.00004184681,0.0003961396,0.00184534],"genre_scores_gemma":[0.3927193,0.0005163759,0.5985569,0.0001675681,0.0001635313,0.0001290029,0.0002857249,0.00007717314,0.007384402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001678758,"threshold_uncertainty_score":0.005616009,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024153274","doi":"10.1109/cloudcom.2012.6427515","title":"Multiplayer cloud gaming system with cooperative video sharing","year":2012,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":27,"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":"University of British Columbia","keywords":"Computer science; Cloud computing; Computer network; Exploit; Server; Multimedia; Wireless network; Video quality; Wireless; Video game; Session (web analytics); Bandwidth (computing); Telecommunications; Computer security; World Wide Web; Operating system","authors":[{"name":"Wei Cai","is_ca":true},{"name":"Victor C. M. Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02626134791980849,"gpt":0.241564687649104,"spread":0.2153033397292955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000396064,0.000919905,0.0008844294,0.000610074,0.001073405,0.0007355525,0.001940215,0.0005523981,0.00308868],"category_scores_gemma":[0.0006252045,0.0002378706,0.0004505562,0.0006274655,0.000356061,0.000993468,0.0016529,0.0004976928,0.0006449346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006847809,"about_ca_system_score_gemma":0.00086516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005803352,"about_ca_topic_score_gemma":0.004835744,"domain_scores_codex":[0.9995505,0.00006174776,0.00002647047,0.0001069256,0.0001219643,0.0001323472],"domain_scores_gemma":[0.9995514,0.00006297774,0.00004262763,0.00008077292,0.0001315561,0.0001306528],"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":[0.006542623,0.005228119,0.01484745,0.0004458757,0.0005333004,0.005757758,0.001079476,0.2062007,0.2961845,0.0184367,0.01613158,0.428612],"study_design_scores_gemma":[0.0001858818,0.0006000543,0.002047561,0.000007352699,0.0000661635,0.0008286584,0.0001006296,0.9662367,0.02569661,0.001843531,0.002325581,0.00006126656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5116239,0.000356799,0.4679652,0.0003346117,0.0001524542,0.0009091506,0.000234761,0.00611936,0.0123038],"genre_scores_gemma":[0.9710771,0.00006044384,0.0259376,0.00008583269,0.00002812702,0.0001141469,0.0001222302,0.0000295165,0.0025449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005803352,"threshold_uncertainty_score":0.01153916,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977919931","doi":"10.1109/icc.2012.6364725","title":"Cross layer design for efficient video streaming over LTE using scalable video coding","year":2012,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Scalable Video Coding; Computer network; Real-time computing; Video quality; Scalability","authors":[{"name":"Rakesh Radhakrishnan","is_ca":true},{"name":"Amiya Nayak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08229827750867655,"gpt":0.324819442555108,"spread":0.2425211650464314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007104215,0.0004218621,0.0002579604,0.0003617392,0.0003806061,0.0006397637,0.0006299494,0.0003189423,0.001374],"category_scores_gemma":[0.000898211,0.0002130636,0.0002525688,0.000248963,0.0002242294,0.0004063218,0.000349341,0.0004926975,0.0003410152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006576956,"about_ca_system_score_gemma":0.0006400205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003912649,"about_ca_topic_score_gemma":0.006519465,"domain_scores_codex":[0.9995597,0.0000835207,0.00002226625,0.00003984913,0.0002223916,0.0000722542],"domain_scores_gemma":[0.9995152,0.000111317,0.00004573147,0.00003516526,0.000263696,0.00002887206],"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":[0.0004188358,0.0001978135,0.001812664,0.0002323513,0.0001585237,0.0006873709,0.0002641688,0.1879506,0.5874901,0.02158922,0.005280524,0.1939178],"study_design_scores_gemma":[0.00004534458,0.0003451992,0.0006650333,0.0000133124,0.00004998475,0.0001725073,0.00003577073,0.9422941,0.05225314,0.001053716,0.003047331,0.00002469257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08019735,0.0008580459,0.9122254,0.0002509887,0.0001335394,0.0001656441,0.00005437471,0.001047597,0.005067147],"genre_scores_gemma":[0.896436,0.0004371516,0.1002272,0.0001589643,0.00005978399,0.0001204755,0.0001193502,0.00006988511,0.002371185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003912649,"threshold_uncertainty_score":0.007779777,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2042947334","doi":"10.1155/2008/480293","title":"Efficient Transmission of H.264 Video over Multirate IEEE 802.11e WLANs","year":2008,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":27,"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":"Computer science; Computer network; Overhead (engineering); IEEE 802; Transmission (telecommunications); Real-time computing; Quality of service; Telecommunications","authors":[{"name":"Yaser P. Fallah","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true},{"name":"Hussein Alnuweiri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05283284565638865,"gpt":0.2802430067106486,"spread":0.2274101610542599,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001056124,0.0004212206,0.000464905,0.0004878776,0.0003251229,0.0006594,0.0006779436,0.0003559184,0.0005497243],"category_scores_gemma":[0.002804048,0.0001791432,0.0001525971,0.0003882469,0.0002633563,0.0009282141,0.0005222174,0.0004069203,0.0001477078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004488413,"about_ca_system_score_gemma":0.0007051673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001978813,"about_ca_topic_score_gemma":0.00315311,"domain_scores_codex":[0.9995564,0.00009401251,0.0000246217,0.00004407589,0.0001940284,0.00008691419],"domain_scores_gemma":[0.9987752,0.0004733393,0.0001893425,0.0001399677,0.0003708805,0.00005126682],"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":[0.002054385,0.0006645873,0.004372064,0.0003710461,0.0001243155,0.0007696514,0.000510775,0.1810954,0.4335502,0.01196441,0.003476302,0.3610469],"study_design_scores_gemma":[0.0001368464,0.001232154,0.004615127,0.00003098702,0.00005224965,0.0004310218,0.000269994,0.8701375,0.1173392,0.002545615,0.00316656,0.00004280946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4915729,0.001144056,0.5019589,0.0002416206,0.00006885432,0.0001433104,0.00008681048,0.001044186,0.003739256],"genre_scores_gemma":[0.9297132,0.0006003426,0.06824409,0.00005634662,0.00004079048,0.00004167938,0.0001036007,0.00004208419,0.001157857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001978813,"threshold_uncertainty_score":0.005585372,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2044655549","doi":"10.1109/tit.2011.2159043","title":"Rate Distortion Theory for Causal Video Coding: Characterization, Computation Algorithm, and Comparison","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Information Theory","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Blackberry (Canada); University of Waterloo","funders":"","keywords":"Frame (networking); Computer science; Algorithm; Coding (social sciences); Artificial intelligence; Mathematics; Statistics","authors":[{"name":"En‐hui Yang","is_ca":true},{"name":"Lin Zheng","is_ca":true},{"name":"Dake He","is_ca":true},{"name":"Zhen Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02587763737907234,"gpt":0.247536801124163,"spread":0.2216591637450906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004928641,0.00136784,0.001338869,0.002814131,0.0005301784,0.003307246,0.002441305,0.001660957,0.003604147],"category_scores_gemma":[0.01944766,0.0004844111,0.00106223,0.003712041,0.002012186,0.005249632,0.001617477,0.002988562,0.001073329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003842237,"about_ca_system_score_gemma":0.002187643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003692372,"about_ca_topic_score_gemma":0.001390665,"domain_scores_codex":[0.9965104,0.001320498,0.0001697366,0.0004561745,0.001306801,0.0002362343],"domain_scores_gemma":[0.9908319,0.006209301,0.0005956625,0.0008924105,0.001349088,0.0001215929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000978462,0.0000337637,0.0003363391,0.0001434658,0.00003096568,0.00006356477,0.00007414655,0.103349,0.0009457491,0.8355147,0.002519499,0.05689102],"study_design_scores_gemma":[0.00001140049,0.00006169028,0.0001721714,0.000047269,0.00001810499,0.0001430603,0.00002206358,0.7367802,0.001237478,0.2580068,0.00347209,0.00002765398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003980193,0.001887044,0.9869767,0.0005774879,0.00008721075,0.00004869328,0.0001313225,0.000119799,0.006191592],"genre_scores_gemma":[0.497241,0.01363488,0.4665096,0.0007799716,0.001475117,0.0005870793,0.001241594,0.000378095,0.01815271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004928641,"threshold_uncertainty_score":0.02787751,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2169550147","doi":"10.1109/mcom.2008.4597112","title":"Cooperative Coded Video Multicast for IPTV Services under EPON-WiMAX Integration","year":2008,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Multicast; Computer network; IPTV; WiMAX; Optical line termination; Multiple description coding; Passive optical network; Network packet; Telecommunications; Wavelength-division multiplexing; Wireless","authors":[{"name":"James She","is_ca":true},{"name":"Pin‐Han Ho","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0727383216594712,"gpt":0.3149141449869347,"spread":0.2421758233274635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005764741,0.0002307878,0.0002462284,0.000235388,0.0004975433,0.0004517406,0.0005992662,0.0005493702,0.0005180225],"category_scores_gemma":[0.0009495111,0.00009125464,0.0001764145,0.0002530114,0.0003624867,0.0006091796,0.0006534054,0.0003396471,0.00007949043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006961155,"about_ca_system_score_gemma":0.0006000274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001904682,"about_ca_topic_score_gemma":0.002776611,"domain_scores_codex":[0.9995701,0.0001474518,0.000009820606,0.00004095675,0.0001661727,0.00006553089],"domain_scores_gemma":[0.9997217,0.0001316829,0.00002959785,0.00003135329,0.00006727699,0.0000183154],"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":[0.000424319,0.0002260388,0.002328752,0.0001621916,0.00005728263,0.001742851,0.0007218934,0.3049887,0.1236424,0.2228445,0.004045771,0.3388154],"study_design_scores_gemma":[0.00002250736,0.0001082538,0.0004287561,0.000009192212,0.00001876029,0.0002745001,0.0000875113,0.9724606,0.008683029,0.01315118,0.004743787,0.00001191673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1527392,0.0006808622,0.8305418,0.0004541281,0.00004455756,0.00008583544,0.00003198407,0.0002449521,0.01517677],"genre_scores_gemma":[0.9369049,0.0001924436,0.06137224,0.00005542338,0.00003283608,0.00004808242,0.00001969512,0.000008179965,0.001366111],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001904682,"threshold_uncertainty_score":0.005050719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2149862911","doi":"10.1109/tcsvt.2009.2020322","title":"Adaptive Variable Block-Size Early Motion Estimation Termination Algorithm for H.264/AVC Video Coding Standard","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Motion estimation; Quarter-pixel motion; Encoder; Algorithm; Block size; Computer science; Coding (social sciences); Block (permutation group theory); Motion compensation; Context-adaptive variable-length coding; Computer vision; Data compression; Mathematics; Context-adaptive binary arithmetic coding; Statistics; Key (lock)","authors":[{"name":"Mohammed Golam Sarwer","is_ca":true},{"name":"Q. M. Jonathan Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02056278375780106,"gpt":0.2542664049140915,"spread":0.2337036211562905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006213176,0.0004207063,0.0003959942,0.0007240953,0.0003040489,0.0004988477,0.0008203529,0.0004767419,0.003049986],"category_scores_gemma":[0.001780568,0.0001739054,0.0002622106,0.0005328036,0.0002149609,0.0005551089,0.0003673391,0.0008031115,0.001451787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004004093,"about_ca_system_score_gemma":0.0006202621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001897124,"about_ca_topic_score_gemma":0.003810917,"domain_scores_codex":[0.9995059,0.0001183118,0.00004125463,0.00004597925,0.0002630586,0.00002553475],"domain_scores_gemma":[0.9994281,0.0001639436,0.0000709079,0.00006344492,0.0002574054,0.00001618897],"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":[0.0005292866,0.00007757607,0.0007066565,0.0001335123,0.00003025372,0.0001363266,0.0001177289,0.03175841,0.09499943,0.01109192,0.008361132,0.8520579],"study_design_scores_gemma":[0.00007010836,0.0001871435,0.001172671,0.0000339314,0.00002199283,0.0002484308,0.0000228314,0.926212,0.05332359,0.003635166,0.01503953,0.00003262796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004521171,0.0003175588,0.9933459,0.00005602344,0.00004056678,0.00005045835,0.00003948838,0.0006896961,0.0009392627],"genre_scores_gemma":[0.05831418,0.0003548741,0.9356998,0.00006574734,0.00003836692,0.0001601959,0.0004526921,0.000136535,0.004777723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003049986,"threshold_uncertainty_score":0.01020324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2159845510","doi":"10.1109/ccnc.2007.177","title":"A Cross Layer Optimization Mechanism to Improve H.264 Video Transmission over WLANs","year":2007,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":24,"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":"Computer science; Encoder; Computer network; Network packet; Layer (electronics); Application layer; Data compression; Frame (networking); Real-time computing; Channel (broadcasting); Transport layer; Wireless; Physical layer; Transmission (telecommunications); Data link layer; Algorithm; Telecommunications","authors":[{"name":"Yaser P. Fallah","is_ca":true},{"name":"Darrell Koskinen","is_ca":true},{"name":"Avideh Shahabi","is_ca":true},{"name":"Faizal Karim","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01575636461900775,"gpt":0.2826268194362042,"spread":0.2668704548171964,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001429379,0.0008413178,0.0004010819,0.0006023581,0.0003176429,0.000542219,0.0006719672,0.000406169,0.001106753],"category_scores_gemma":[0.00326144,0.0003397622,0.0002817086,0.0004276347,0.0002323332,0.0007953065,0.0005625456,0.0007018342,0.0002682027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877213,"about_ca_system_score_gemma":0.0003735228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009659054,"about_ca_topic_score_gemma":0.001223255,"domain_scores_codex":[0.9995958,0.0000978293,0.00003717214,0.00005182526,0.0001450339,0.00007232603],"domain_scores_gemma":[0.9988099,0.0003713098,0.0002394355,0.0001389972,0.0003920535,0.00004827193],"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":[0.0007332013,0.0006079658,0.004248799,0.0002259741,0.0002401512,0.0003598168,0.0001962018,0.2576014,0.3922934,0.009275243,0.003028732,0.3311893],"study_design_scores_gemma":[0.00006042657,0.0004775194,0.003489739,0.00001839072,0.0001395346,0.0003054484,0.00003863883,0.8530418,0.138477,0.001254502,0.002657819,0.00003917424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2274508,0.001278228,0.7649039,0.0003411264,0.0001020856,0.0001265927,0.00005634219,0.001780046,0.003960858],"genre_scores_gemma":[0.8277103,0.000508429,0.1689607,0.0001986994,0.00008535726,0.0000737437,0.0001059559,0.0001112046,0.002245561],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001429379,"threshold_uncertainty_score":0.007559359,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2158713724","doi":"10.1109/iwsoc.2005.110","title":"UMHexagonS algorithm based motion estimation architecture for H.264/AVC","year":2005,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Encoder; Motion estimation; Block (permutation group theory); Field-programmable gate array; Block size; Architecture; Frame rate; Reference frame; Frame (networking); Algorithm; Computer hardware; Computer vision; Telecommunications; Mathematics","authors":[{"name":"C.A. Rahman","is_ca":true},{"name":"Wael Badawy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01726342515940732,"gpt":0.2604921420435804,"spread":0.2432287168841731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000130904,0.0002199083,0.0002028355,0.0004281632,0.0002377048,0.0003560153,0.0005968744,0.0002157074,0.004377118],"category_scores_gemma":[0.0002391447,0.0001337717,0.0002044759,0.0003775017,0.0001432224,0.0003632284,0.0001874403,0.0002561939,0.001140394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004339787,"about_ca_system_score_gemma":0.000454974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003527332,"about_ca_topic_score_gemma":0.004849999,"domain_scores_codex":[0.9998392,0.00002343928,0.00001005296,0.00003024153,0.0000742894,0.00002279435],"domain_scores_gemma":[0.999911,0.00001096293,0.00001126563,0.0000127019,0.000047016,0.00000703131],"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":[0.0007858634,0.00006345004,0.001320901,0.00018763,0.00005690588,0.000268025,0.0001202676,0.02624235,0.2295772,0.01233603,0.007868931,0.7211726],"study_design_scores_gemma":[0.00009782396,0.0009881727,0.005416883,0.0000633611,0.00008298578,0.001080032,0.0001116652,0.5610101,0.3410224,0.00412067,0.08593211,0.00007383401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1003811,0.001381757,0.8714377,0.0001974858,0.0001916376,0.000147859,0.0003400453,0.005900559,0.02002193],"genre_scores_gemma":[0.4461921,0.0008263603,0.531818,0.0001549072,0.00007608777,0.0000936258,0.001041886,0.0001476302,0.01964948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004377118,"threshold_uncertainty_score":0.01464295,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1633054717","doi":"10.1109/icip.1999.821568","title":"Efficient motion estimation using spatial and temporal motion vector prediction","year":2003,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":24,"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":"Motion estimation; Quarter-pixel motion; Motion vector; Artificial intelligence; Computer science; Computer vision; Block-matching algorithm; Motion compensation; Motion field; Motion (physics); Encoding (memory); Coding (social sciences); Pattern recognition (psychology); Mathematics; Object (grammar); Video tracking; Image (mathematics)","authors":[{"name":"I.R. Ismaeil","is_ca":true},{"name":"Alen Docef","is_ca":true},{"name":"F. Kossentini","is_ca":true},{"name":"Rabab Ward","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02575889752992501,"gpt":0.2464558475972372,"spread":0.2206969500673122,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002991009,0.0003633802,0.0003455903,0.0006590287,0.000203076,0.0002936143,0.0004207565,0.0003141213,0.001000665],"category_scores_gemma":[0.001172563,0.0001912545,0.0002319879,0.0005316257,0.0001851352,0.0008374976,0.0003183007,0.0003011697,0.0004360479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001974701,"about_ca_system_score_gemma":0.0003378396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003573386,"about_ca_topic_score_gemma":0.004375877,"domain_scores_codex":[0.999752,0.0000358065,0.00001369945,0.00003256545,0.0001448763,0.00002097095],"domain_scores_gemma":[0.9997192,0.000104838,0.00003809081,0.00004175449,0.00008696227,0.000009089606],"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":[0.0003208135,0.00005527019,0.001135168,0.00009999732,0.0000482357,0.0001136894,0.00006465973,0.1184681,0.1737734,0.006248277,0.001746881,0.6979255],"study_design_scores_gemma":[0.00002564886,0.0001087597,0.001059505,0.00001697758,0.00002469616,0.0001635236,0.00001550057,0.9523113,0.04080128,0.001887147,0.003565805,0.00001995218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02337611,0.0006448554,0.9743595,0.00005299611,0.00003829762,0.00002481363,0.00004873922,0.00056436,0.0008903028],"genre_scores_gemma":[0.4185536,0.001121104,0.5759851,0.00004942076,0.00007732614,0.00006505443,0.0004237058,0.00007748891,0.00364728],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003573386,"threshold_uncertainty_score":0.007105172,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2019700184","doi":"10.1109/icce.2014.6775967","title":"Adaptive search range method for spatial scalable HEVC","year":2014,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","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":"Scalability; Computer science; Coding (social sciences); Algorithm; Real-time computing; Mathematics; Statistics","authors":[{"name":"Hamid Reza Tohidypour","is_ca":true},{"name":"Mahsa T. Pourazad","is_ca":true},{"name":"Panos Nasiopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05058282909162038,"gpt":0.3135840902803987,"spread":0.2630012611887783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003010374,0.0003364994,0.0003604991,0.0006921013,0.0001696668,0.00033569,0.0006437512,0.000414419,0.002153165],"category_scores_gemma":[0.001062806,0.0001497087,0.0002955767,0.0005129253,0.0002433639,0.0007071513,0.0005015891,0.0005487491,0.0005040372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002498754,"about_ca_system_score_gemma":0.00033908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385174,"about_ca_topic_score_gemma":0.001971173,"domain_scores_codex":[0.9996555,0.0000582783,0.00001599322,0.00004325423,0.0002042465,0.00002277],"domain_scores_gemma":[0.9997167,0.0001211651,0.00002127776,0.00003671552,0.00009132433,0.00001282435],"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":[0.0001933592,0.00007642398,0.000453908,0.0001089752,0.0000448662,0.0001661046,0.00009688151,0.09329831,0.1691318,0.02271731,0.004342316,0.7093698],"study_design_scores_gemma":[0.0000275715,0.00007960552,0.000630034,0.00001834914,0.00001637716,0.0003280549,0.000018796,0.9565099,0.03028047,0.004455603,0.007604457,0.00003075647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008586407,0.0005746653,0.9882575,0.00006327694,0.00003612432,0.00003695549,0.00003017373,0.000328824,0.002086095],"genre_scores_gemma":[0.326273,0.001066438,0.6627367,0.0001964948,0.0001358312,0.0001923006,0.0002611348,0.0001506377,0.008987612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002153165,"threshold_uncertainty_score":0.007203043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3081508396","doi":"10.1117/12.2569246","title":"MPEG-5 part 2: Low Complexity Enhancement Video Coding (LCEVC): Overview and performance evaluation","year":2020,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","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 Manitoba","funders":"","keywords":"Codec; Computer science; Adaptive Multi-Rate audio codec; Coding (social sciences); Multiview Video Coding; Data compression; Scalable Video Coding; Video compression picture types; Standardization; Context-adaptive binary arithmetic coding; Video processing; Motion compensation; Computer hardware; Computer vision; Video tracking; Mathematics","authors":[{"name":"Simone Ferrara","is_ca":false},{"name":"Guido Meardi","is_ca":false},{"name":"Lorenzo Ciccarelli","is_ca":false},{"name":"Florian Maurer","is_ca":false},{"name":"Stefano Battista","is_ca":false},{"name":"Ahmad Byagowi","is_ca":true},{"name":"Guendalina Cobianchi","is_ca":false},{"name":"Stergios Poularakis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1517907574660886,"gpt":0.3083886539427246,"spread":0.1565978964766361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001512963,0.001122477,0.0004736513,0.002274878,0.0002368766,0.0009569679,0.0007089867,0.0008574038,0.003785848],"category_scores_gemma":[0.002468752,0.0001824746,0.0003566261,0.001712007,0.0002691197,0.0008120856,0.000406396,0.0004904537,0.002015361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090235,"about_ca_system_score_gemma":0.00082606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004579613,"about_ca_topic_score_gemma":0.002439802,"domain_scores_codex":[0.9982737,0.0001631001,0.00008883266,0.00007808192,0.001306359,0.00008995165],"domain_scores_gemma":[0.9984369,0.0002300491,0.0001202125,0.00007185122,0.001084514,0.00005647492],"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":[0.0008872362,0.0004457681,0.007058939,0.001359457,0.0001856516,0.0002164265,0.00009424178,0.05075466,0.06523623,0.005844796,0.02398478,0.8439318],"study_design_scores_gemma":[0.0001609088,0.00530174,0.05877678,0.0009436396,0.000515109,0.002120081,0.0002586848,0.3605878,0.336168,0.004620771,0.2302348,0.0003116777],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1717018,0.09320538,0.5861376,0.001190016,0.0009335693,0.003233056,0.008187952,0.006678558,0.1287321],"genre_scores_gemma":[0.5889527,0.05911227,0.2554234,0.0005108198,0.0005848641,0.001425591,0.03973041,0.001343273,0.0529168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004579613,"threshold_uncertainty_score":0.01266491,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}