{"meta":{"query_hash":"7876fbc927a8","filters":{"venue":"Ubiquity"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/7876fbc927a8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Ubiquity"},"results":[{"id":"W1977245878","doi":"10.1145/1366313.1353570","title":"Some observations on mind map and ontology building tools for knowledge management","year":2008,"lang":"en","type":"article","venue":"Ubiquity","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Innovatia (Canada)","funders":"","keywords":"Ontology; Computer science; Knowledge management; Ontology-based data integration; Process ontology; Suggested Upper Merged Ontology; Upper ontology; Dissemination; Knowledge integration; Knowledge-based systems; Knowledge engineering; Data science; Domain knowledge; World Wide Web","score_opus":0.1331144665350452,"score_gpt":0.31475600497933465,"score_spread":0.18164153844428946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977245878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8150545,0.0007825582,0.17442931,0.0037654128,0.0010234007,0.0005496831,0.0000050074864,0.00015535891,0.0042347694],"genre_scores_gemma":[0.8450466,0.000076752825,0.15300055,0.0006154668,0.00013061184,0.000059155234,0.0000025449126,0.0000052471746,0.0010630599],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99925333,0.00002443132,0.0001308531,0.00029492084,0.00007276245,0.00022372337],"domain_scores_gemma":[0.9992454,0.0003348695,0.000039182163,0.00030435284,0.00003444076,0.000041775576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015456972,0.000091675785,0.00013580924,0.0000652996,0.00022108128,0.00005837983,0.00035946837,0.000050141873,0.000002346495],"category_scores_gemma":[0.00006789589,0.00008262246,0.00003730304,0.00007825197,0.000059707825,0.0003521282,0.00021593092,0.000050383413,0.000017778551],"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":[0.000010837734,0.0001123787,0.0014575635,0.00005758137,0.000027897951,0.000022910135,0.00091966026,0.000009652197,0.00025160544,0.9199688,0.0045556673,0.07260549],"study_design_scores_gemma":[0.0029202357,0.0008494384,0.5703603,0.00013806348,0.00006303779,0.00010112862,0.0005127374,0.021207456,0.013208082,0.13153784,0.25808668,0.0010149912],"about_ca_topic_score_codex":0.000006134921,"about_ca_topic_score_gemma":0.000026630989,"teacher_disagreement_score":0.7884309,"about_ca_system_score_codex":0.000028606384,"about_ca_system_score_gemma":0.000020897469,"threshold_uncertainty_score":0.3369246},"labels":[],"label_agreement":null},{"id":"W1995440937","doi":"10.1145/1865907.1865908","title":"Cheating in Computer Science","year":2010,"lang":"en","type":"article","venue":"Ubiquity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cheating; Wonder; The Internet; Restructuring; Mathematics education; Psychology; Computer science; Social psychology; World Wide Web; Law; Political science","score_opus":0.01921283396855856,"score_gpt":0.3295873800755561,"score_spread":0.31037454610699755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995440937","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9226295,0.0000034248483,0.0016856467,0.0018734368,0.00074649265,0.00006611126,7.395716e-7,0.000038255967,0.07295644],"genre_scores_gemma":[0.99331653,0.0000033103988,0.0055999085,0.00047939486,0.00047702817,0.0000014387292,2.9152258e-7,0.0000015831323,0.00012048554],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99916184,0.000040753086,0.00009027088,0.00014364324,0.0002891491,0.00027432482],"domain_scores_gemma":[0.9996423,0.000108988286,0.000025736643,0.000086751796,0.000059016365,0.000077188204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039491006,0.000037876514,0.000058726582,0.000058313697,0.00042825888,0.000053864245,0.0003447146,0.00022009402,0.00023750018],"category_scores_gemma":[0.0006187839,0.00003636641,0.000015098141,0.00034678768,0.0006460736,0.00025232785,0.00006640226,0.0011356168,0.000064413696],"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":[0.000006578236,0.000072261224,0.11679263,0.000008475105,0.0000018262677,0.000008328714,0.07525839,0.000015822337,0.015603582,0.6010256,0.0013541623,0.18985237],"study_design_scores_gemma":[0.0010504978,0.00009714494,0.40249094,0.00014718922,0.000012142644,0.000014454143,0.0073470958,0.023780935,0.03006056,0.19469607,0.33897793,0.0013250398],"about_ca_topic_score_codex":0.00503575,"about_ca_topic_score_gemma":0.00825371,"teacher_disagreement_score":0.4063295,"about_ca_system_score_codex":0.0000467269,"about_ca_system_score_gemma":0.0002603552,"threshold_uncertainty_score":0.7612581},"labels":[],"label_agreement":null},{"id":"W3002955662","doi":"10.1145/1066328.1071915","title":"A Concise Guide to the Major Internet Bodies","year":2005,"lang":"en","type":"article","venue":"Ubiquity","topic":"Opportunistic and Delay-Tolerant Networks","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"The Internet; Computer science; World Wide Web","score_opus":0.02087166387250317,"score_gpt":0.2759323128286866,"score_spread":0.2550606489561834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002955662","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004583576,0.00018786112,0.937484,0.015038335,0.00045493495,0.00017066936,0.00000412299,0.00015460578,0.041921865],"genre_scores_gemma":[0.95206183,0.000008692899,0.02018779,0.012622436,0.00045411926,0.00001775648,0.0000016147947,0.000006146606,0.014639627],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99897724,0.000045754987,0.000212032,0.00026834224,0.00021209438,0.00028452478],"domain_scores_gemma":[0.9990626,0.00008692952,0.000048371836,0.00059546664,0.000063715735,0.00014293978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042346123,0.000113219976,0.00013002807,0.00002912571,0.00010048683,0.00015471118,0.0010165763,0.00004313198,0.0001074515],"category_scores_gemma":[0.000014059818,0.000075676115,0.000055462886,0.00010349233,0.00004293955,0.00016847192,0.0005732972,0.0001228282,0.0006967314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010353559,0.00003168497,0.00017349097,0.0000032101163,0.000014376769,0.000020152596,0.0016931138,0.000044219207,0.000013290622,0.022420885,0.6990497,0.2765255],"study_design_scores_gemma":[0.00014587515,0.000044196095,0.00023363785,0.000013344739,0.0000066389835,0.000021681868,0.000026931135,0.21333443,0.00019807433,0.00060048833,0.785244,0.00013073346],"about_ca_topic_score_codex":0.00007161918,"about_ca_topic_score_gemma":0.00024739307,"teacher_disagreement_score":0.94747823,"about_ca_system_score_codex":0.000038959945,"about_ca_system_score_gemma":0.000055532688,"threshold_uncertainty_score":0.89553046},"labels":[],"label_agreement":null},{"id":"W4210960898","doi":"10.1145/1066328.1066333","title":"Ken Sevcik on Performance Evaluation","year":2005,"lang":"en","type":"article","venue":"Ubiquity","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.03079787501770583,"score_gpt":0.2782486367282507,"score_spread":0.24745076171054484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210960898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8442648,0.000046445046,0.088861115,0.0012324513,0.00063958677,0.0002458061,0.000002689158,0.00031590607,0.06439119],"genre_scores_gemma":[0.99677324,0.0000024314115,0.0021621734,0.00038375554,0.00027220332,0.000009127939,0.0000072266607,0.000003461683,0.00038640076],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887836,0.00009089826,0.00015254405,0.00025351637,0.00042081586,0.0002038466],"domain_scores_gemma":[0.9993012,0.00003839463,0.00006485126,0.00044746912,0.00009144672,0.00005662754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009182128,0.00009095842,0.00009177215,0.00004159367,0.000121905156,0.000099445875,0.0005433876,0.000042635853,0.000027440523],"category_scores_gemma":[0.000027639946,0.00008069729,0.0000359125,0.00018145455,0.000011597222,0.00025881644,0.00009873284,0.000097285134,0.0007409089],"study_design_candidate":"simulation_or_modeling","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":[0.000012705074,0.00017889957,0.0027047412,0.0000239565,0.000018420606,0.0000020025943,0.0012632878,0.070834346,0.00013813915,0.015703334,0.020597784,0.8885224],"study_design_scores_gemma":[0.00027090902,0.0000882439,0.020844094,0.000029292698,0.0000031360532,0.0000070305505,0.0000032113903,0.9151779,0.0008078353,0.00018959997,0.062440757,0.00013800121],"about_ca_topic_score_codex":0.000006874862,"about_ca_topic_score_gemma":0.000004494739,"teacher_disagreement_score":0.8883844,"about_ca_system_score_codex":0.00009336877,"about_ca_system_score_gemma":0.00006144537,"threshold_uncertainty_score":0.95231324},"labels":[],"label_agreement":null},{"id":"W4240872357","doi":"10.1145/1403922.1386860","title":"Critical Theory","year":2008,"lang":"en","type":"article","venue":"Ubiquity","topic":"Social Media and Politics","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"CLARITY; Sociology; Critical theory; Ideology; Politics; Technological determinism; Epistemology; Technological change; Usability; Computer science; Public relations; Law and economics; Social science; Political science; Law","score_opus":0.06166135311709045,"score_gpt":0.38369267386359496,"score_spread":0.32203132074650453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240872357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7084692,0.00007242425,0.00017346538,0.002524661,0.0009637104,0.000054006767,0.000003535431,0.00010501782,0.28763396],"genre_scores_gemma":[0.9956291,0.00004670241,0.00013769283,0.0009458512,0.0010121114,0.0000038114154,5.0409267e-7,0.0000036185215,0.0022206276],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991864,0.00022786793,0.000060149574,0.0000715223,0.00020281244,0.0002512305],"domain_scores_gemma":[0.99904364,0.00066816655,0.000008943628,0.00007282072,0.000059484966,0.00014693046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025727772,0.000035893445,0.00006337464,0.000013324017,0.00057645235,0.000011476406,0.00010975715,0.000074921154,0.00075526355],"category_scores_gemma":[0.002604822,0.000035691664,0.000037635364,0.000080180966,0.00081780436,0.00007355114,0.000017798026,0.00008458141,0.00023642697],"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":[0.0000028008785,0.000024649062,0.009383468,0.0000019751296,0.0000020649256,0.000012546248,0.035486273,1.6064835e-8,0.000022615186,0.94945025,0.0039715506,0.0016417901],"study_design_scores_gemma":[0.00011477333,0.000026042735,0.010182736,0.000005647421,0.000012225754,0.000003591501,0.014335464,0.0000010429537,0.0009245006,0.3522799,0.6219541,0.0001600236],"about_ca_topic_score_codex":0.0006066647,"about_ca_topic_score_gemma":0.00011656024,"teacher_disagreement_score":0.6179825,"about_ca_system_score_codex":0.000038573835,"about_ca_system_score_gemma":0.0001768605,"threshold_uncertainty_score":0.8269606},"labels":[],"label_agreement":null}]}