{"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":"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":[0.018865762,0.037448805,0.47081274,0.04289839,0.0016522902,0.0002739706,0.00061552855,0.00095125043,0.4264813],"genre_scores_gemma":[0.4377767,0.06301058,0.39432877,0.011815485,0.0026911632,0.0012255487,0.0006211723,0.0008836502,0.08764684],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99811125,0.0007674746,0.00019307193,0.000344492,0.0004221996,0.00016151437],"domain_scores_gemma":[0.99576676,0.003054245,0.0002259193,0.00035771186,0.00049025123,0.00010519778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003398836,0.00083522114,0.00034925094,0.005123143,0.003260611,0.005257163,0.0015005548,0.0035510561,0.0067923474],"category_scores_gemma":[0.0077294167,0.0008055811,0.00092867593,0.0036734426,0.014697762,0.016225941,0.0028744258,0.0055137747,0.0016987039],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021384858,0.000020735417,0.00039638582,0.00021528352,0.000013892122,0.00026237595,0.007615479,0.0007195251,0.00036150918,0.955603,0.007989704,0.026780775],"study_design_scores_gemma":[0.000012042678,0.000031504773,0.0013849944,0.0003429797,0.000017732662,0.0005408757,0.0013904768,0.0023209448,0.0014367554,0.7114793,0.28097463,0.000067771565],"about_ca_topic_score_codex":0.007967138,"about_ca_topic_score_gemma":0.0049987733,"teacher_disagreement_score":0.007967138,"about_ca_system_score_codex":0.0029349185,"about_ca_system_score_gemma":0.0009697284,"threshold_uncertainty_score":0.022722602},"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":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"evaluation","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":"evaluation","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41022465,0.03721952,0.007154214,0.09908068,0.0007680634,0.0000878077,0.00017277051,0.0001499737,0.44514236],"genre_scores_gemma":[0.9811513,0.004438545,0.0004987253,0.004977617,0.00041401474,0.000022250199,0.00002700279,0.000036452744,0.0084340125],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9875973,0.0061701867,0.00064190815,0.001466472,0.0031021817,0.001021932],"domain_scores_gemma":[0.93264836,0.03616716,0.017141046,0.0058483337,0.0048697954,0.0033252598],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0071698516,0.00026768923,0.00056830986,0.004230398,0.009525868,0.007021949,0.00065401994,0.0043354873,0.008271101],"category_scores_gemma":[0.049972992,0.0004483844,0.00040747446,0.0032424014,0.01607487,0.011823261,0.0071272603,0.0048875134,0.001143283],"study_design_candidate":"qualitative","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":[0.0003712952,0.00036596713,0.16287842,0.0007019874,0.00019871564,0.0018575802,0.102147974,0.00059939036,0.0015325176,0.39887157,0.07000531,0.26046938],"study_design_scores_gemma":[0.000083576684,0.0005442821,0.2656819,0.0016748976,0.000121232246,0.008504147,0.058595892,0.0013774737,0.0026077956,0.30139908,0.35915157,0.00025806433],"about_ca_topic_score_codex":0.0022507752,"about_ca_topic_score_gemma":0.0024995178,"teacher_disagreement_score":0.99566454,"about_ca_system_score_codex":0.004011657,"about_ca_system_score_gemma":0.001225114,"threshold_uncertainty_score":0.03791827},"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":"other","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":[0.0012166351,0.09321522,0.02937543,0.031352755,0.027448177,0.0013154536,0.008395119,0.0048091253,0.8028721],"genre_scores_gemma":[0.003056777,0.04430498,0.022545349,0.011218266,0.0051455097,0.0008738866,0.006915626,0.0010255547,0.904914],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990395,0.00022139325,0.00010659412,0.000111534035,0.0004185826,0.00010231122],"domain_scores_gemma":[0.99804735,0.0004523509,0.0001729829,0.00017039933,0.0008399484,0.00031691778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011977296,0.0016062473,0.0008099461,0.0041416488,0.001894871,0.005278336,0.0013987375,0.0023033065,0.14560062],"category_scores_gemma":[0.004223165,0.00083726464,0.00039149838,0.0045600035,0.00089291163,0.007281425,0.0025680596,0.0036940954,0.22953023],"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":[0.00001556714,0.000049352577,0.00010280536,0.00016465502,0.0000014805116,0.000051902345,0.00011182855,0.000100359925,0.00030856425,0.012214403,0.8859286,0.10095055],"study_design_scores_gemma":[0.0000010406421,0.0000046915816,0.00006248294,0.00008751694,3.648788e-7,0.000045970293,0.000041695155,0.000023312346,0.000022774664,0.0012092718,0.99849856,0.000002339057],"about_ca_topic_score_codex":0.0025651788,"about_ca_topic_score_gemma":0.0054657306,"teacher_disagreement_score":0.14560062,"about_ca_system_score_codex":0.0010699547,"about_ca_system_score_gemma":0.0032052607,"threshold_uncertainty_score":0.4870826},"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":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026067453,0.16027193,0.34651202,0.097721316,0.009809909,0.00042548066,0.0015269191,0.004146871,0.3535181],"genre_scores_gemma":[0.5246493,0.10719353,0.21314585,0.0137284715,0.011393908,0.0010419765,0.003287056,0.0030475042,0.12251238],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.97044927,0.009748706,0.0013521706,0.002345265,0.015016153,0.0010885131],"domain_scores_gemma":[0.9501478,0.02769294,0.0011961776,0.004786184,0.0149058765,0.0012710185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014484311,0.0014838603,0.0018458404,0.003219058,0.0011637637,0.005373725,0.00148771,0.0015385543,0.012460498],"category_scores_gemma":[0.054666143,0.0006860609,0.00064519927,0.006521631,0.0023648872,0.008117703,0.0030575972,0.0033355786,0.005412452],"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":[0.00027797106,0.00015011067,0.0037362794,0.0005192104,0.00010440141,0.00008435074,0.00032202998,0.02692767,0.00096955674,0.25511292,0.26661268,0.4451828],"study_design_scores_gemma":[0.00014156509,0.00030918317,0.0049849623,0.0015295682,0.000104835395,0.00045862808,0.00047445175,0.137941,0.0036217934,0.3142846,0.53595626,0.00019323119],"about_ca_topic_score_codex":0.0070209587,"about_ca_topic_score_gemma":0.0033759659,"teacher_disagreement_score":0.014484311,"about_ca_system_score_codex":0.0045466684,"about_ca_system_score_gemma":0.0032705783,"threshold_uncertainty_score":0.07660133},"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":"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":[0.0033722662,0.0114936605,0.079241544,0.076799035,0.0022035483,0.00072554447,0.00029895507,0.00019136918,0.8256742],"genre_scores_gemma":[0.6186238,0.026923604,0.09818653,0.036705192,0.0054565137,0.004049536,0.0008044053,0.000632559,0.20861785],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9829238,0.010358888,0.00074817543,0.0022102299,0.0029100704,0.00084879907],"domain_scores_gemma":[0.9758709,0.01613461,0.0010362547,0.002142087,0.003903887,0.0009121903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.018755076,0.0014943989,0.0010091595,0.005024472,0.0069658733,0.015477694,0.002937568,0.0051213643,0.020266958],"category_scores_gemma":[0.023422796,0.00053354254,0.0010243992,0.00295368,0.039179515,0.012341627,0.0060535413,0.0062903548,0.0051261066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005249217,0.000008498928,0.0000752505,0.000094001516,0.000004077939,0.000027498634,0.0016041448,0.00013947683,0.000017864953,0.9838611,0.008808794,0.005354278],"study_design_scores_gemma":[0.0000113657925,0.000010695192,0.00009389603,0.0004985071,0.000004761867,0.000069268404,0.0016626408,0.00035997923,0.00008016102,0.79097664,0.2062221,0.000009971326],"about_ca_topic_score_codex":0.0024388116,"about_ca_topic_score_gemma":0.001683852,"teacher_disagreement_score":0.020266958,"about_ca_system_score_codex":0.01729238,"about_ca_system_score_gemma":0.012034935,"threshold_uncertainty_score":0.12546557},"labels":[],"label_agreement":null}]}