{"meta":{"query_hash":"50d4bbc9f736","filters":{"venue":"Proceedings of the International Multiconference on Computer Science and Information Technology"},"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/50d4bbc9f736","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+the+International+Multiconference+on+Computer+Science+and+Information+Technology"},"results":[{"id":"W2077209233","doi":"10.1109/imcsit.2008.4747232","title":"Assessing the properties of the World Health Organization’s Quality of Life Index","year":2008,"lang":"en","type":"article","venue":"Proceedings of the International Multiconference on Computer Science and Information Technology","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Index (typography); Pairwise comparison; Consistency (knowledge bases); Quality (philosophy); Measure (data warehouse); Quality of life (healthcare); Computer science; Internal consistency; Psychology; Mathematics; Statistics; Data mining; Artificial intelligence; Psychometrics; Epistemology; World Wide Web","score_opus":0.18460621159546894,"score_gpt":0.3987868709908195,"score_spread":0.21418065939535055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077209233","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":[0.9694687,0.000010462793,0.012743169,0.016605426,0.000512384,0.00027390636,0.000004943294,0.000022091372,0.0003588995],"genre_scores_gemma":[0.9922699,0.0000108043105,0.00656611,0.0010916989,0.00001876767,0.000004616199,2.208e-7,0.0000028617665,0.000035067234],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960101,0.000031073305,0.0012981321,0.00021763619,0.0022830076,0.00016004154],"domain_scores_gemma":[0.99187744,0.00031833892,0.0020467965,0.00038755784,0.0053301654,0.00003968121],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0031421701,0.0001164772,0.00026800952,0.0008013459,0.0004987713,0.0003253658,0.003716545,0.000056069148,0.000017519134],"category_scores_gemma":[0.012297995,0.000054461805,0.000050532482,0.002654841,0.0019571616,0.002612236,0.0014059636,0.00021177508,0.0000052768587],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006790846,0.00022529234,0.51007897,0.00010007427,0.000042866744,1.7315823e-8,0.00994731,0.00093970896,0.075288676,0.2796324,0.0014196815,0.12225712],"study_design_scores_gemma":[0.0008527017,0.00008251799,0.78403586,0.00058831397,0.000004779292,0.000030480971,0.00346329,0.092286855,0.10351104,0.01089925,0.003990612,0.00025430202],"about_ca_topic_score_codex":0.000051334137,"about_ca_topic_score_gemma":0.000009470397,"teacher_disagreement_score":0.2739569,"about_ca_system_score_codex":0.000070605034,"about_ca_system_score_gemma":0.00055525237,"threshold_uncertainty_score":0.99602187},"labels":[],"label_agreement":null},{"id":"W2096701874","doi":"10.1109/imcsit.2010.5679866","title":"SyMGiza++: A tool for parallel computation of symmetrized word alignment models","year":2010,"lang":"en","type":"article","venue":"Proceedings of the International Multiconference on Computer Science and Information Technology","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":4,"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":"Computation; Word (group theory); Computer science; IBM; Task (project management); Series (stratigraphy); Simple (philosophy); Parallel computing; Algorithm; Theoretical computer science; Mathematics; Engineering","score_opus":0.012491314247379632,"score_gpt":0.25899301551830556,"score_spread":0.24650170127092594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096701874","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":[0.14212853,0.000009386312,0.852074,0.004451224,0.00047087236,0.00047651294,0.000005392593,0.0001474456,0.00023661256],"genre_scores_gemma":[0.5853947,0.000004962391,0.4143497,0.00021047021,0.000009164002,0.000026878406,5.3144197e-7,0.0000015424256,0.000002071818],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985896,0.0000019840902,0.00042891782,0.00021879374,0.00059373624,0.00016700325],"domain_scores_gemma":[0.997144,0.00006059983,0.0005235036,0.0001663954,0.002075879,0.000029656157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063493784,0.00011819836,0.0001593703,0.0007485966,0.00013122408,0.00022611798,0.0023217828,0.00009571804,6.0756577e-7],"category_scores_gemma":[0.00044218724,0.000085440966,0.000039954037,0.0007327102,0.00042634868,0.0032943431,0.0007077453,0.0001850272,7.056471e-7],"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":[0.000013491608,0.000029603243,0.00011011442,0.000029672517,0.0000065516733,1.6701886e-8,0.00024644547,0.00005745502,0.021843875,0.82498443,0.000050824012,0.1526275],"study_design_scores_gemma":[0.000374226,0.000102443904,0.0001724093,0.00008443562,0.000002763063,0.000009434452,0.000027426811,0.65882945,0.16928409,0.1709033,0.00011448963,0.00009552388],"about_ca_topic_score_codex":0.00000649904,"about_ca_topic_score_gemma":3.7168007e-7,"teacher_disagreement_score":0.658772,"about_ca_system_score_codex":0.00004223779,"about_ca_system_score_gemma":0.00012272003,"threshold_uncertainty_score":0.43144885},"labels":[],"label_agreement":null},{"id":"W2097670946","doi":"10.1109/imcsit.2008.4747342","title":"Supporting wireless application development via virtual execution","year":2008,"lang":"en","type":"article","venue":"Proceedings of the International Multiconference on Computer Science and Information Technology","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada; University of Alberta","funders":"","keywords":"Emulation; Computer science; Virtualization; Wireless sensor network; Wireless ad hoc network; Wireless network; Wireless; Component (thermodynamics); Field (mathematics); Computer network; Operating system","score_opus":0.008717102521610558,"score_gpt":0.2284222999415154,"score_spread":0.21970519741990482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097670946","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44237712,0.0000021549017,0.55438745,0.0018985833,0.00032325412,0.0002297097,4.5034142e-7,0.00012049179,0.00066078914],"genre_scores_gemma":[0.96674025,0.000015406104,0.03267407,0.00048990437,0.00002449484,0.0000430257,0.0000010061033,0.000002159908,0.000009692091],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983398,0.0000023084476,0.0004504151,0.00025699096,0.00072542287,0.00022507475],"domain_scores_gemma":[0.99806875,0.000025421623,0.00047658733,0.00018640271,0.0011949871,0.0000478738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004799482,0.00011893985,0.000117283336,0.00046312352,0.00035926214,0.00014102248,0.0023037903,0.00007711891,0.0000013680051],"category_scores_gemma":[0.00009364382,0.000093304596,0.000021329985,0.00079669687,0.00049436,0.0032882453,0.0009789126,0.0001720183,0.000015383026],"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":[0.00000510064,0.00003501638,0.002493715,0.000006972201,0.0000061205124,1.0631724e-7,0.0009089764,0.0000708962,0.006581759,0.37986806,0.00007289277,0.60995036],"study_design_scores_gemma":[0.00026503377,0.000095186704,0.009397301,0.000050611925,0.0000012916755,0.000078005905,0.00007982125,0.85499495,0.1301912,0.001916545,0.0027783036,0.00015175804],"about_ca_topic_score_codex":0.0000053731374,"about_ca_topic_score_gemma":5.311337e-7,"teacher_disagreement_score":0.854924,"about_ca_system_score_codex":0.00013131418,"about_ca_system_score_gemma":0.00020551732,"threshold_uncertainty_score":0.42810538},"labels":[],"label_agreement":null},{"id":"W2114894079","doi":"10.1109/imcsit.2010.5680042","title":"Selecting the best strategy in a software certification process","year":2010,"lang":"en","type":"article","venue":"Proceedings of the International Multiconference on Computer Science and Information Technology","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University; McMaster University","funders":"","keywords":"Certification; Computer science; Pairwise comparison; Software; Process (computing); Software engineering; Software quality; Reliability engineering; Software development; Engineering; Artificial intelligence; Operating system","score_opus":0.017528647768537117,"score_gpt":0.2822376936644438,"score_spread":0.26470904589590666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114894079","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":[0.9655617,0.0000027013298,0.021359583,0.011979777,0.00021808351,0.00024056203,0.000001104286,0.000073247305,0.0005632629],"genre_scores_gemma":[0.9932516,0.000009163193,0.006468336,0.00021739848,0.000016595643,0.00002993982,3.0068045e-7,0.0000014138561,0.0000052125247],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985612,0.0000039971433,0.00032575266,0.00022581269,0.00069081277,0.00019242708],"domain_scores_gemma":[0.99771625,0.00009616922,0.00022921093,0.0002135705,0.0017135089,0.000031303138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009668163,0.00008896144,0.00009464935,0.000606792,0.0002568955,0.00049873587,0.0031213365,0.000073734904,0.0000023965335],"category_scores_gemma":[0.001459902,0.000054274737,0.000023334027,0.0017354552,0.00059184164,0.0028038772,0.00054214493,0.00044428147,0.0000071324903],"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":[0.000009019936,0.00010952635,0.04542668,0.000035909245,0.000009533394,8.964564e-8,0.0012982725,0.00041402245,0.009959253,0.33931527,0.000027993347,0.60339445],"study_design_scores_gemma":[0.0002065078,0.00008701621,0.013993537,0.000067516936,0.0000019230883,0.000020618309,0.00046198585,0.9005072,0.06519561,0.019059375,0.00028501317,0.000113697206],"about_ca_topic_score_codex":0.000029850613,"about_ca_topic_score_gemma":0.000006823458,"teacher_disagreement_score":0.9000932,"about_ca_system_score_codex":0.000045321947,"about_ca_system_score_gemma":0.0002205497,"threshold_uncertainty_score":0.58002716},"labels":[],"label_agreement":null},{"id":"W2127990768","doi":"10.1109/imcsit.2008.4747222","title":"Sense-based clustering of Polish nouns in the extraction of semantic relatedness","year":2008,"lang":"en","type":"article","venue":"Proceedings of the International Multiconference on Computer Science and Information Technology","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"WordNet; Computer science; Noun; Cluster analysis; Natural language processing; Artificial intelligence; Resource (disambiguation); Semantic similarity; Lexical database; Software; Information retrieval; Programming language","score_opus":0.013346336159328252,"score_gpt":0.2522200487354629,"score_spread":0.23887371257613463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127990768","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":[0.85319763,0.0000131504785,0.14206539,0.0038040113,0.00022107197,0.00017094344,0.0000016334134,0.00006204048,0.0004641057],"genre_scores_gemma":[0.9313006,0.00001284211,0.06842338,0.00024934558,0.0000056030417,0.000005777137,2.4849922e-7,0.0000011795518,0.0000010582417],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988952,0.000004360264,0.00035216162,0.00012064113,0.00052126095,0.00010636014],"domain_scores_gemma":[0.9984525,0.00006143114,0.00045213473,0.00015156525,0.00087238714,0.000009983785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000500643,0.00007158702,0.0001027515,0.00065145013,0.00008789792,0.00006008289,0.0014192625,0.00006535787,6.476679e-7],"category_scores_gemma":[0.00029645895,0.00004737469,0.00002289303,0.0009213801,0.0005297669,0.001887007,0.00032827715,0.00017720381,4.3641802e-7],"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":[0.000045007735,0.00018329902,0.006015189,0.00019311551,0.000013144196,0.0000018267618,0.007057321,0.00050416286,0.06232971,0.8530479,0.00010790867,0.0705014],"study_design_scores_gemma":[0.00025533725,0.00012259433,0.00446671,0.0002690673,0.0000020000482,0.0001247772,0.00017422657,0.66245335,0.3247766,0.00723915,0.00003833208,0.000077849705],"about_ca_topic_score_codex":0.000044047847,"about_ca_topic_score_gemma":0.0000016312354,"teacher_disagreement_score":0.84580874,"about_ca_system_score_codex":0.00003265534,"about_ca_system_score_gemma":0.000109412846,"threshold_uncertainty_score":0.26373664},"labels":[],"label_agreement":null}]}