{"meta":{"query_hash":"bf81f7606f52","filters":{"venue":"Encyclopedia of Multimedia"},"cohort_total":18,"direct_labels_cover":0,"predictions_cover":18,"exported":18,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/bf81f7606f52","api":"https://metacan.xera.ac/api/v1/cohort?venue=Encyclopedia+of+Multimedia"},"results":[{"id":"W1488771865","doi":"10.1007/0-387-30038-4_24","title":"Color Image Filtering and Enhancement","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer vision; Artificial intelligence; Computer science; Image (mathematics); Image enhancement","score_opus":0.012532050852935638,"score_gpt":0.24905349469749757,"score_spread":0.23652144384456195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1488771865","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050306795,0.029176423,0.69466996,0.00060644926,0.0018623415,0.00016954506,0.00044386953,0.0049741687,0.26306656],"genre_scores_gemma":[0.030946141,0.025879806,0.24177739,0.00060048624,0.00060748233,0.00011088721,0.00073849235,0.00083946483,0.69849986],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998599,0.0000049420496,0.000004229566,0.000036758483,0.00008255167,0.000011568059],"domain_scores_gemma":[0.9998665,0.00001843827,0.0000057760494,0.000022209071,0.00007741517,0.000009719298],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015895205,0.00082470954,0.0005704394,0.0012081048,0.000303442,0.001033682,0.0006921554,0.0007400862,0.031793106],"category_scores_gemma":[0.0002228479,0.00032383265,0.0003609842,0.0013684846,0.0003859696,0.0008238444,0.00044303536,0.00073535665,0.025716428],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049049388,0.000048117065,0.00010042152,0.00033354218,0.000016267575,0.00010368576,0.000075155454,0.0009900319,0.10104421,0.015234283,0.05678684,0.8252184],"study_design_scores_gemma":[0.000012110144,0.000104773426,0.0013617899,0.00012365122,0.00004858775,0.00178241,0.000051532723,0.0132107325,0.13386674,0.01134404,0.8380445,0.000049050996],"about_ca_topic_score_codex":0.0007558953,"about_ca_topic_score_gemma":0.001665182,"teacher_disagreement_score":0.031793106,"about_ca_system_score_codex":0.0002951304,"about_ca_system_score_gemma":0.0003255873,"threshold_uncertainty_score":0.10635859},"labels":[],"label_agreement":null},{"id":"W1510052406","doi":"10.1007/0-387-30038-4_56","title":"Digital Camera Image Processing","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer vision; Computer science; Computer graphics (images); Artificial intelligence; Digital camera; Digital image processing; Image processing; Digital image; Image (mathematics)","score_opus":0.008033268438310957,"score_gpt":0.24328406811907358,"score_spread":0.23525079968076262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1510052406","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002406712,0.021752102,0.4962817,0.00056358246,0.0022549771,0.0003499086,0.001958223,0.0111466665,0.46328616],"genre_scores_gemma":[0.015156892,0.01559763,0.14956298,0.000690431,0.0003899183,0.00016417168,0.0042441217,0.00093201734,0.81326175],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997044,0.000010875634,0.000009950268,0.000057538524,0.00020096828,0.000016319644],"domain_scores_gemma":[0.9997862,0.000024350284,0.0000075225034,0.000047930745,0.00012032151,0.000013614118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018457712,0.00088959927,0.0007058555,0.0014151348,0.00033646007,0.0013590675,0.0011834996,0.0008663966,0.08083551],"category_scores_gemma":[0.0004226924,0.00037775043,0.00033888782,0.0016107828,0.00028983736,0.0010019577,0.0007740009,0.00096144096,0.09939963],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031296335,0.000037700363,0.000086013606,0.00035237067,0.000015149124,0.00009110173,0.000040289822,0.0007127022,0.02451909,0.0065986575,0.15196359,0.81555206],"study_design_scores_gemma":[0.000006276938,0.000045061144,0.00068486953,0.00010323977,0.000020885567,0.0008421842,0.000027546374,0.004653137,0.022533871,0.00407278,0.96698415,0.000026043028],"about_ca_topic_score_codex":0.0008396279,"about_ca_topic_score_gemma":0.0018971917,"teacher_disagreement_score":0.08083551,"about_ca_system_score_codex":0.00027269954,"about_ca_system_score_gemma":0.00045483484,"threshold_uncertainty_score":0.27042168},"labels":[],"label_agreement":null},{"id":"W1544220486","doi":"10.1007/0-387-30038-4_168","title":"Multimedia Synchronization — Infrastructure and Engineering","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Synchronization (alternating current); Computer science; Multimedia; Telecommunications","score_opus":0.007277139681408382,"score_gpt":0.23921553524530473,"score_spread":0.23193839556389634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1544220486","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004966875,0.031813666,0.6976405,0.0021673604,0.002075248,0.00014671368,0.00024779368,0.0024852287,0.2584565],"genre_scores_gemma":[0.26910865,0.07418325,0.28163028,0.0008365377,0.0045273593,0.0004958854,0.0012861749,0.0013853725,0.3665464],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996929,0.000043436536,0.000017644597,0.00005781955,0.00016259268,0.000025696914],"domain_scores_gemma":[0.9996735,0.00011640346,0.000021194137,0.00006503001,0.000097271244,0.000026610594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036618527,0.0007673315,0.00049482344,0.0011897582,0.00046033904,0.0025618905,0.001230799,0.00084825134,0.018430736],"category_scores_gemma":[0.0011415705,0.0004679271,0.00021610966,0.0018807773,0.0009881223,0.0028981145,0.0012024553,0.0009103662,0.0059198593],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050886683,0.00004052995,0.00022385296,0.0004062412,0.00001927466,0.00013062371,0.00018977138,0.008178333,0.0102567775,0.37574786,0.04121649,0.56353945],"study_design_scores_gemma":[0.000023319948,0.00014115272,0.00054321304,0.00037104904,0.000035067267,0.0006840176,0.00021733734,0.044770494,0.012827552,0.21028753,0.7300546,0.000044719272],"about_ca_topic_score_codex":0.0010065933,"about_ca_topic_score_gemma":0.00087647594,"teacher_disagreement_score":0.018430736,"about_ca_system_score_codex":0.0009262684,"about_ca_system_score_gemma":0.0008815683,"threshold_uncertainty_score":0.061656952},"labels":[],"label_agreement":null},{"id":"W1601864612","doi":"10.1007/0-387-30038-4_101","title":"Image Secret Sharing","year":2006,"lang":"en","type":"article","venue":"Encyclopedia of Multimedia","topic":"Advanced Steganography and Watermarking Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Secret sharing; Computer security; Internet privacy; Cryptography","score_opus":0.007044730584779425,"score_gpt":0.2360551607918041,"score_spread":0.2290104302070247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1601864612","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047103666,0.0032936234,0.72671914,0.0017779487,0.0010132293,0.00036264755,0.0012055769,0.0028180953,0.21570608],"genre_scores_gemma":[0.7339386,0.0027160775,0.07796566,0.0006505594,0.0005379339,0.00020822158,0.0016398447,0.00025905488,0.18208414],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9994677,0.000042685486,0.000022750724,0.00012260652,0.00025584633,0.00008849802],"domain_scores_gemma":[0.9993259,0.000080530204,0.000044789853,0.00040973717,0.000105695886,0.000033376247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003486804,0.0005716711,0.0006011426,0.000694896,0.0006550608,0.001228415,0.0007881311,0.0009594562,0.02592102],"category_scores_gemma":[0.0009830948,0.00024885783,0.0003962861,0.0009865081,0.00054068834,0.0018803924,0.0019941214,0.00078565505,0.008143645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076123053,0.00019273852,0.00050441106,0.00033998623,0.000086595624,0.00058367854,0.00017585479,0.016772019,0.14040351,0.2546765,0.030015051,0.5554884],"study_design_scores_gemma":[0.00014448904,0.00040090398,0.0012736141,0.00012619961,0.00015142451,0.0034687112,0.00013652057,0.20600913,0.3124664,0.22200938,0.25369957,0.00011370433],"about_ca_topic_score_codex":0.00022492533,"about_ca_topic_score_gemma":0.00024546892,"teacher_disagreement_score":0.02592102,"about_ca_system_score_codex":0.00048187657,"about_ca_system_score_gemma":0.00062229816,"threshold_uncertainty_score":0.08671445},"labels":[],"label_agreement":null},{"id":"W4205424314","doi":"10.1007/0-387-30038-4_255","title":"Virtual and Augmented Reality","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Augmented reality; Virtual reality; Computer science; Human–computer interaction","score_opus":0.014077499920470825,"score_gpt":0.2416630830650962,"score_spread":0.22758558314462538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205424314","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001100879,0.097931825,0.061675433,0.0011847423,0.0047938223,0.00009463008,0.0004038819,0.0016535114,0.83116126],"genre_scores_gemma":[0.005601861,0.031441152,0.014634548,0.00047029444,0.0006262742,0.00005642352,0.00039199242,0.0002782032,0.94649917],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996333,0.00003563085,0.000017476901,0.000071897055,0.00021583262,0.00002580545],"domain_scores_gemma":[0.9997366,0.000066422566,0.0000111940335,0.000057400506,0.00009354085,0.00003477243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036100484,0.0014076292,0.0010177086,0.0016987701,0.00070059457,0.003225247,0.0010773353,0.001200313,0.071661815],"category_scores_gemma":[0.00075953227,0.0005436012,0.00042963136,0.0020891887,0.00086588983,0.002974413,0.001630732,0.0018344842,0.04597379],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033401597,0.00005382492,0.000115905794,0.000458384,0.000017013155,0.00014314585,0.00040082546,0.0007103158,0.0030302012,0.06563787,0.294835,0.63456416],"study_design_scores_gemma":[0.0000023887605,0.000018228964,0.00022962368,0.00019830925,0.000008199912,0.0004335442,0.00007720245,0.00050135603,0.0005681523,0.010745569,0.9872067,0.000010777204],"about_ca_topic_score_codex":0.0014895231,"about_ca_topic_score_gemma":0.0038317388,"teacher_disagreement_score":0.071661815,"about_ca_system_score_codex":0.00047191963,"about_ca_system_score_gemma":0.0007878082,"threshold_uncertainty_score":0.23973268},"labels":[],"label_agreement":null},{"id":"W4232662769","doi":"10.1007/0-387-30038-4_233","title":"Telepresence","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"","field":"","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Psychology","score_opus":0.012581445094464962,"score_gpt":0.23790626302917012,"score_spread":0.22532481793470516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232662769","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00044973294,0.0071695773,0.0046499884,0.00038431704,0.0010149062,0.000032761294,0.00020222615,0.00060088385,0.9854956],"genre_scores_gemma":[0.0013210046,0.002544788,0.0008314612,0.00010091002,0.00011160799,0.000013901612,0.00013288543,0.00007109243,0.9948723],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99985516,0.000010100613,0.0000050804383,0.000032691736,0.00008052485,0.000016321248],"domain_scores_gemma":[0.99985826,0.000027367203,0.000006734566,0.000024595847,0.000054911776,0.00002804496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014893175,0.0012903799,0.0005932582,0.0016179134,0.0010225221,0.0022377316,0.00075026107,0.0010705456,0.29395783],"category_scores_gemma":[0.00040880116,0.00031771197,0.00020539627,0.0015175202,0.00046380147,0.0024836562,0.0010799062,0.0014094918,0.16987576],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000152246885,0.00004215233,0.00007307335,0.00018314383,0.0000020505775,0.00006700493,0.00020887145,0.00014549817,0.0011757067,0.013634618,0.4609767,0.5234759],"study_design_scores_gemma":[0.0000013848257,0.000012207027,0.00022303336,0.00012709222,0.0000021955943,0.00016267347,0.000075210795,0.00014164945,0.0003366936,0.0018139585,0.99710006,0.0000037715697],"about_ca_topic_score_codex":0.0017076487,"about_ca_topic_score_gemma":0.0070260228,"teacher_disagreement_score":0.29395783,"about_ca_system_score_codex":0.0005401789,"about_ca_system_score_gemma":0.000694561,"threshold_uncertainty_score":0.98338693},"labels":[],"label_agreement":null},{"id":"W4237057758","doi":"10.1007/0-387-30038-4_230","title":"Teleconferencing","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","score_opus":0.02137567125386221,"score_gpt":0.2118742636174764,"score_spread":0.1904985923636142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237057758","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008468249,0.0023212095,0.13826047,0.0002991246,0.0009704914,0.00021866898,0.00056619354,0.0058336398,0.8430619],"genre_scores_gemma":[0.06563463,0.0027183597,0.069258995,0.000614342,0.0003125833,0.00016899947,0.0012830046,0.00071977306,0.85928917],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995546,0.000049250277,0.000017462997,0.000104070314,0.00021807096,0.000056489418],"domain_scores_gemma":[0.9996326,0.00008293197,0.000014632765,0.00009621011,0.00014215271,0.00003143045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034427276,0.0009605121,0.00032473044,0.0012169767,0.0009165721,0.001830224,0.0010593518,0.0015687257,0.15370028],"category_scores_gemma":[0.000664574,0.00033369526,0.00030466617,0.0011378445,0.0002742449,0.0014718622,0.0014762417,0.00068834896,0.056365352],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107614214,0.00009652218,0.00036327797,0.0002167985,0.000009160074,0.00057941594,0.00027324236,0.00077940605,0.060419638,0.018014742,0.08767933,0.83146095],"study_design_scores_gemma":[0.00002186224,0.00015896665,0.0017190402,0.00018361607,0.000028680754,0.0032284425,0.00018233404,0.0045301127,0.052234914,0.0044861147,0.93317837,0.000047575068],"about_ca_topic_score_codex":0.0017671164,"about_ca_topic_score_gemma":0.0029714068,"teacher_disagreement_score":0.15370028,"about_ca_system_score_codex":0.00041958032,"about_ca_system_score_gemma":0.00054452976,"threshold_uncertainty_score":0.51417863},"labels":[],"label_agreement":null},{"id":"W4237595491","doi":"10.1007/978-0-387-78414-4_134","title":"Multimedia Content Repurposing","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Repurposing; Content (measure theory); Computer science; Multimedia; Mathematics; Engineering; Waste management","score_opus":0.029249722564758815,"score_gpt":0.22761765408602772,"score_spread":0.19836793152126891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237595491","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014282353,0.006161976,0.86480886,0.00045572588,0.0009844458,0.0010437928,0.0027780507,0.021777142,0.08770769],"genre_scores_gemma":[0.087113746,0.009739845,0.71456885,0.00047389485,0.0011320253,0.0006023237,0.011652239,0.0042861225,0.17043093],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99965143,0.00003153896,0.000020910033,0.000084973064,0.00017433362,0.00003684662],"domain_scores_gemma":[0.99936265,0.00010689862,0.000028031327,0.00016587046,0.00029868077,0.00003794335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003806496,0.0016344103,0.00081951846,0.0040617883,0.0007273028,0.0017408469,0.0012231062,0.000697022,0.04153911],"category_scores_gemma":[0.0010769289,0.00038294718,0.00095194136,0.0032018533,0.00040441498,0.0018932618,0.001385573,0.00076507137,0.0272388],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011932953,0.000049857077,0.000106136205,0.00039331513,0.00002612704,0.00024379327,0.000104896884,0.0013196985,0.091860645,0.004350381,0.02891658,0.8725093],"study_design_scores_gemma":[0.00004666176,0.00035441888,0.0024873696,0.00023667164,0.00029775227,0.002377759,0.0005669923,0.07651003,0.4200798,0.015255823,0.48167312,0.00011365251],"about_ca_topic_score_codex":0.0008083012,"about_ca_topic_score_gemma":0.0012668142,"teacher_disagreement_score":0.04153911,"about_ca_system_score_codex":0.00032165973,"about_ca_system_score_gemma":0.00038376197,"threshold_uncertainty_score":0.13896215},"labels":[],"label_agreement":null},{"id":"W4244432613","doi":"10.1007/0-387-30038-4_148","title":"Multimedia Content Repurposing","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Repurposing; Content (measure theory); Computer science; Multimedia; Engineering; Mathematics; Waste management","score_opus":0.021121904631678606,"score_gpt":0.22304937731253102,"score_spread":0.20192747268085243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244432613","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015220236,0.005582936,0.871847,0.0004361567,0.0009176832,0.001053609,0.0027799592,0.022666464,0.07949601],"genre_scores_gemma":[0.09029643,0.008818791,0.72168005,0.00043162925,0.0010327275,0.000598193,0.011758803,0.004218568,0.16116486],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99964666,0.0000323127,0.000021492528,0.00008603539,0.00017599827,0.000037514958],"domain_scores_gemma":[0.99934214,0.00010660211,0.000028220657,0.00017313927,0.00031049192,0.000039432103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003790368,0.0016548038,0.0008542984,0.0041836817,0.00074592733,0.0017606743,0.0012230386,0.000695411,0.04124051],"category_scores_gemma":[0.0010968476,0.00038441663,0.0009475599,0.003245479,0.00039642552,0.0018437937,0.0013514973,0.00074719655,0.026216235],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013043512,0.000054541873,0.000112578804,0.0003698657,0.000026744501,0.00025758834,0.00010105088,0.0013606034,0.10071,0.0040521664,0.026922807,0.8659017],"study_design_scores_gemma":[0.000049206767,0.00038196155,0.0025320419,0.00021056978,0.0003055057,0.0024117725,0.0005471683,0.082189545,0.4511555,0.014014824,0.44608983,0.00011218248],"about_ca_topic_score_codex":0.0008624003,"about_ca_topic_score_gemma":0.0013436478,"teacher_disagreement_score":0.04124051,"about_ca_system_score_codex":0.00032552707,"about_ca_system_score_gemma":0.00038785327,"threshold_uncertainty_score":0.13796324},"labels":[],"label_agreement":null},{"id":"W4245498906","doi":"10.1007/0-387-30038-4_231","title":"Tele-Haptics","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Teleoperation and Haptic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Haptic technology; Computer science; Artificial intelligence","score_opus":0.00825895843447273,"score_gpt":0.19312669544594643,"score_spread":0.18486773701147372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245498906","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001940432,0.06046349,0.057109427,0.0012129591,0.0044678273,0.00008568824,0.0005590219,0.0023806617,0.87178046],"genre_scores_gemma":[0.009793682,0.017701723,0.009546475,0.0005147609,0.0007381729,0.00005299964,0.00052085856,0.00029143438,0.9608398],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999718,0.000017439137,0.000011506181,0.000057401077,0.00017161346,0.000023899664],"domain_scores_gemma":[0.9998492,0.00003621213,0.000008050575,0.000034113207,0.000053346586,0.000018943234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021918444,0.0010505014,0.000716131,0.0012217805,0.00049840997,0.002247474,0.0009709562,0.0011355376,0.09653065],"category_scores_gemma":[0.00039767913,0.00034474718,0.00033820196,0.0011874003,0.0006444016,0.0021078836,0.001350396,0.0014659914,0.057467084],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055592038,0.0000787026,0.00012490318,0.00064627285,0.000015260075,0.00017573699,0.00024109031,0.00070259214,0.011195923,0.057092793,0.21879253,0.71087855],"study_design_scores_gemma":[0.0000063818798,0.000033517714,0.00031805024,0.00016955208,0.000007521141,0.00051669765,0.000047916208,0.00060643815,0.0023793934,0.010734028,0.9851687,0.000011800997],"about_ca_topic_score_codex":0.0005124901,"about_ca_topic_score_gemma":0.00091172545,"teacher_disagreement_score":0.09653065,"about_ca_system_score_codex":0.00043463838,"about_ca_system_score_gemma":0.00055264035,"threshold_uncertainty_score":0.32292718},"labels":[],"label_agreement":null},{"id":"W4250887053","doi":"10.1007/978-0-387-78414-4_126","title":"Multimedia Authentication","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Advanced Steganography and Watermarking Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Authentication (law); Multimedia; Computer security","score_opus":0.014320146038136139,"score_gpt":0.2389070004992664,"score_spread":0.22458685446113025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250887053","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036020686,0.011449682,0.15234761,0.0007880455,0.0018078678,0.0002546687,0.0006855119,0.0059768837,0.82308763],"genre_scores_gemma":[0.031760197,0.0060406816,0.02821478,0.0004600737,0.00046512528,0.000080919555,0.00089406566,0.00033953972,0.9317446],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997603,0.000017809763,0.000010726673,0.000052080202,0.00013534082,0.000023616816],"domain_scores_gemma":[0.99977094,0.000034460394,0.00001291666,0.000076753255,0.00008915378,0.000015872316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016931079,0.0009247564,0.00040550978,0.001627002,0.00064731436,0.0015564102,0.0006872621,0.0011201462,0.11124847],"category_scores_gemma":[0.0004906895,0.00029788972,0.00030033046,0.001230251,0.0004031507,0.0018384352,0.001198613,0.00068233476,0.09269098],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011313754,0.00005536335,0.00011225473,0.00032433603,0.000010937461,0.00024600947,0.00012981876,0.00056830916,0.03671886,0.04908852,0.13350911,0.7791233],"study_design_scores_gemma":[0.000009204407,0.000054929355,0.00030540692,0.00013733695,0.000016021035,0.0013668761,0.000042705735,0.0030285325,0.033760566,0.011782479,0.9494746,0.000021518134],"about_ca_topic_score_codex":0.00027464548,"about_ca_topic_score_gemma":0.00046091844,"teacher_disagreement_score":0.11124847,"about_ca_system_score_codex":0.00032081385,"about_ca_system_score_gemma":0.00031289193,"threshold_uncertainty_score":0.37216318},"labels":[],"label_agreement":null},{"id":"W4251679132","doi":"10.1007/0-387-30038-4_141","title":"Multimedia Authentication","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Chaos-based Image/Signal Encryption","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Authentication (law); Multimedia; Computer security","score_opus":0.010564971999326944,"score_gpt":0.22682632393225763,"score_spread":0.2162613519329307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251679132","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0048632175,0.011823131,0.15156177,0.00081645005,0.0020060018,0.00027126085,0.00087323115,0.006548859,0.8212361],"genre_scores_gemma":[0.032879118,0.0052313334,0.026879853,0.00046963358,0.0004509882,0.000079071186,0.0010573934,0.00032032977,0.9326323],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99979645,0.000015286963,0.000009696444,0.000040793548,0.00011486259,0.00002296531],"domain_scores_gemma":[0.9997857,0.00003065095,0.000011498931,0.000064665364,0.000089056855,0.0000184596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015798095,0.00083018583,0.00038387024,0.0016390153,0.0005574349,0.001615675,0.0006623006,0.0010407354,0.12046566],"category_scores_gemma":[0.0004327276,0.00026912664,0.00025805415,0.0011153745,0.00031878756,0.0019041055,0.0010600969,0.00069077185,0.09700802],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001353977,0.00006166511,0.00013500663,0.000308307,0.000012530918,0.00027537436,0.0001361239,0.00053499575,0.045056984,0.038280085,0.15830651,0.75675696],"study_design_scores_gemma":[0.000010197857,0.0000615968,0.00039561774,0.00013738581,0.000015872183,0.0014546247,0.000050936796,0.0036205782,0.03454855,0.008919078,0.95076305,0.000022497516],"about_ca_topic_score_codex":0.00029416155,"about_ca_topic_score_gemma":0.00059471285,"teacher_disagreement_score":0.12046566,"about_ca_system_score_codex":0.00029963776,"about_ca_system_score_gemma":0.00026521916,"threshold_uncertainty_score":0.4029978},"labels":[],"label_agreement":null},{"id":"W4251688840","doi":"10.1007/0-387-30038-4_114","title":"IP Telephony","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Telephony; Telecommunications; Business; Computer science","score_opus":0.005667262860743807,"score_gpt":0.1877066709121702,"score_spread":0.18203940805142638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251688840","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006500235,0.006222202,0.011039971,0.0007443911,0.0016565904,0.000075034215,0.00042661018,0.001089831,0.9780953],"genre_scores_gemma":[0.003389052,0.005183057,0.0037243064,0.00054939336,0.0005226693,0.000042248343,0.0005501278,0.00020868315,0.9858305],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99973685,0.000018565932,0.000010938836,0.000060860482,0.00014419731,0.00002849434],"domain_scores_gemma":[0.9998066,0.00002937388,0.000007640466,0.000044707456,0.000084979525,0.000026714071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000220163,0.00083585654,0.00041565442,0.0013781879,0.0007277618,0.0021667816,0.00065000326,0.000880785,0.155755],"category_scores_gemma":[0.0005671516,0.00028145843,0.00020805324,0.0013515243,0.0004291332,0.0019875208,0.0011879978,0.0011620822,0.14356868],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018369075,0.000046349138,0.00010679458,0.00017302265,0.0000033981573,0.00010212378,0.00014464912,0.00018767822,0.0030321493,0.033121154,0.40231487,0.56074935],"study_design_scores_gemma":[0.0000016498623,0.000011650781,0.00015528007,0.000054153294,0.0000020632192,0.00019054381,0.000022307964,0.00012466637,0.00044858924,0.0028458117,0.99614006,0.0000031721113],"about_ca_topic_score_codex":0.000849348,"about_ca_topic_score_gemma":0.0014869269,"teacher_disagreement_score":0.155755,"about_ca_system_score_codex":0.0004993182,"about_ca_system_score_gemma":0.00082142814,"threshold_uncertainty_score":0.52105236},"labels":[],"label_agreement":null},{"id":"W4255469357","doi":"10.1007/978-0-387-78414-4_229","title":"Telepresence","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Teleoperation and Haptic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Medicine","score_opus":0.01206813122736947,"score_gpt":0.20190669927114266,"score_spread":0.1898385680437732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255469357","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001404539,0.0196552,0.025612533,0.000522394,0.001717254,0.000047860118,0.00026996815,0.0011040092,0.94966614],"genre_scores_gemma":[0.007980754,0.007900555,0.005243931,0.00022937226,0.0002931196,0.000031581865,0.0002988809,0.00013357149,0.9778882],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998555,0.000008930116,0.0000047663048,0.00003383646,0.00008297229,0.000014008094],"domain_scores_gemma":[0.9999182,0.000017084505,0.0000040029913,0.000018294873,0.00003097767,0.000011380159],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012804115,0.0009118228,0.00046494527,0.00096709974,0.0005873767,0.001707778,0.0007356261,0.0009623863,0.12500623],"category_scores_gemma":[0.00028361933,0.00023786082,0.00018675906,0.0009122351,0.00044335876,0.0016663966,0.0009291003,0.0009313045,0.05313404],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029642833,0.00003715212,0.00008846441,0.0003149665,0.000004964621,0.00011165707,0.00021558066,0.00032838923,0.006005153,0.030892232,0.18758185,0.77439],"study_design_scores_gemma":[0.000002231909,0.000022156799,0.00029894742,0.00014032284,0.0000035186972,0.00036310995,0.00006251982,0.00038241866,0.0014351364,0.0046245637,0.9926582,0.0000070307838],"about_ca_topic_score_codex":0.0007777168,"about_ca_topic_score_gemma":0.0019477394,"teacher_disagreement_score":0.12500623,"about_ca_system_score_codex":0.0003232953,"about_ca_system_score_gemma":0.00041932182,"threshold_uncertainty_score":0.4181875},"labels":[],"label_agreement":null},{"id":"W4297964113","doi":"10.1007/978-0-387-78414-4_253","title":"Virtual and Augmented Reality","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Augmented reality; Virtual reality; Human–computer interaction; Computer science; Computer graphics (images)","score_opus":0.01954286847043886,"score_gpt":0.24649618651063446,"score_spread":0.22695331804019558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297964113","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001020181,0.08882922,0.0514113,0.0010631995,0.0042726398,0.000083876635,0.0003613227,0.0014356184,0.8515227],"genre_scores_gemma":[0.0051810276,0.027955854,0.012346647,0.00045938167,0.00056410284,0.000052438525,0.00034021036,0.00025381168,0.9528466],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99965703,0.000033240718,0.000015319098,0.00006742493,0.00020218403,0.000024706174],"domain_scores_gemma":[0.9997855,0.00005769661,0.000009361347,0.000046669982,0.00007433374,0.000026329166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030007144,0.001328994,0.000943328,0.0016343786,0.00067351846,0.003120566,0.0010307217,0.0011951501,0.07338119],"category_scores_gemma":[0.00069289387,0.00053207716,0.00041671787,0.0019538929,0.00081578724,0.0028345922,0.0016745867,0.0017958123,0.045120377],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029110772,0.000045563258,0.00010216558,0.00045469083,0.000016032936,0.00014107658,0.00039800294,0.0006856937,0.0029125952,0.07013188,0.29646415,0.62861896],"study_design_scores_gemma":[0.000002076727,0.000015062308,0.00020631969,0.00019265455,0.0000073865276,0.00038792967,0.00007379962,0.00041753153,0.00049323984,0.009945002,0.9882492,0.000009915054],"about_ca_topic_score_codex":0.0014413546,"about_ca_topic_score_gemma":0.0037239653,"teacher_disagreement_score":0.07338119,"about_ca_system_score_codex":0.0004710996,"about_ca_system_score_gemma":0.00077507994,"threshold_uncertainty_score":0.24548453},"labels":[],"label_agreement":null},{"id":"W4298079551","doi":"10.1007/978-0-387-78414-4_155","title":"Multimedia Synchronization – Infrastructure and Engineering","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Synchronization (alternating current); Computer science; Time synchronization; Telecommunications; Computer network","score_opus":0.009732714819651794,"score_gpt":0.24333058842788388,"score_spread":0.2335978736082321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298079551","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005081364,0.041608788,0.53419745,0.0023448006,0.0029203857,0.00015782843,0.00023853936,0.0022504784,0.41120037],"genre_scores_gemma":[0.2049619,0.080090106,0.19620255,0.0009980993,0.004783314,0.00041149912,0.0010319718,0.0013187268,0.51020175],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997032,0.00004108027,0.000016122283,0.00005499077,0.00016024387,0.000024249382],"domain_scores_gemma":[0.99971277,0.00009791551,0.00001865362,0.00005713829,0.000090308924,0.000023138635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034418303,0.00076971017,0.00045646707,0.001191293,0.00042748798,0.0022994766,0.0010992492,0.00097074895,0.020949673],"category_scores_gemma":[0.0009765569,0.00043493533,0.00022870392,0.0018423384,0.0009363314,0.0028973483,0.0011798374,0.0009423497,0.0070769177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003961685,0.000035701254,0.00015924443,0.00043479886,0.000018082821,0.00015139666,0.00022642243,0.0064196163,0.011209553,0.38954148,0.04474214,0.5470219],"study_design_scores_gemma":[0.000015245859,0.0001024994,0.0004277812,0.00033519918,0.000024511266,0.0006265242,0.00018142768,0.020236101,0.009826234,0.15802565,0.8101624,0.000036411504],"about_ca_topic_score_codex":0.00092408183,"about_ca_topic_score_gemma":0.0008592354,"teacher_disagreement_score":0.020949673,"about_ca_system_score_codex":0.00087501697,"about_ca_system_score_gemma":0.0008500654,"threshold_uncertainty_score":0.07008362},"labels":[],"label_agreement":null},{"id":"W4298407790","doi":"10.1007/978-0-387-78414-4_247","title":"Color Image Filtering and Enhancement","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer vision; Artificial intelligence; Image (mathematics); Computer science; Color image; Image enhancement; Image processing","score_opus":0.017153116260505943,"score_gpt":0.25376143706527116,"score_spread":0.2366083208047652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298407790","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005179894,0.030529348,0.6773107,0.0006083556,0.001900138,0.00017070446,0.00045699743,0.0047949776,0.2790489],"genre_scores_gemma":[0.031071037,0.026766064,0.23477437,0.00063124776,0.00061914785,0.000109857254,0.00073485804,0.000837679,0.70445573],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99986243,0.0000048657944,0.0000040495465,0.00003647513,0.00008048858,0.000011663221],"domain_scores_gemma":[0.9998758,0.000018051021,0.00000562544,0.000020333977,0.00007165968,0.000008590289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001522849,0.00080980186,0.00055854034,0.0011673422,0.00029687246,0.0010180445,0.0006778018,0.00072943553,0.032152884],"category_scores_gemma":[0.00021628675,0.00032544544,0.00036700058,0.0013354219,0.00037920862,0.0008219852,0.0004416805,0.00073554966,0.025265822],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004720896,0.000045645356,0.000099228135,0.0003471557,0.000016228838,0.00010094062,0.00007350895,0.0009964093,0.10302487,0.015543831,0.055797964,0.82390696],"study_design_scores_gemma":[0.000011662806,0.00010122792,0.0013694856,0.00013152567,0.00004936542,0.0017094427,0.000052952426,0.012963149,0.13758849,0.0110005485,0.83497244,0.000049705504],"about_ca_topic_score_codex":0.0007454676,"about_ca_topic_score_gemma":0.0016520362,"teacher_disagreement_score":0.032152884,"about_ca_system_score_codex":0.000297752,"about_ca_system_score_gemma":0.00032240362,"threshold_uncertainty_score":0.107562125},"labels":[],"label_agreement":null},{"id":"W4302511402","doi":"10.1007/978-0-387-78414-4_55","title":"Networking for Massively Multiuser Online Gaming","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","score_opus":0.028375979848032026,"score_gpt":0.2539618383798545,"score_spread":0.22558585853182245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302511402","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011092923,0.06876175,0.37714532,0.0021329417,0.004697798,0.00017199307,0.00018113534,0.0036268518,0.53218925],"genre_scores_gemma":[0.1181349,0.0482106,0.16110659,0.0011134654,0.0032292572,0.0002784642,0.0004248924,0.0007180429,0.66678375],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998752,0.000017288083,0.00000347058,0.000019199117,0.00007128659,0.000013611487],"domain_scores_gemma":[0.99988556,0.000046892208,0.0000054016955,0.000026161295,0.00001898306,0.000017062992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001671732,0.0006598403,0.00026835976,0.0004466258,0.00047541293,0.0010940889,0.0008067399,0.0007355556,0.020534122],"category_scores_gemma":[0.00031310768,0.0002096323,0.00018697963,0.00045501263,0.00027205993,0.0019432406,0.0012913432,0.0011675034,0.005600646],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037657035,0.00009179184,0.00020940509,0.00032778792,0.000015206201,0.00018867668,0.00019544607,0.0044862065,0.014728528,0.12476053,0.095477544,0.7594812],"study_design_scores_gemma":[0.000008863817,0.000085944055,0.00072963396,0.00036529882,0.000021926657,0.0014613827,0.00012579182,0.040763263,0.0046491567,0.10576014,0.8459905,0.000038172122],"about_ca_topic_score_codex":0.00036227066,"about_ca_topic_score_gemma":0.001404514,"teacher_disagreement_score":0.020534122,"about_ca_system_score_codex":0.00028083468,"about_ca_system_score_gemma":0.00021583991,"threshold_uncertainty_score":0.06869352},"labels":[],"label_agreement":null}]}