{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"5dab64e7d974","filters":{"venue":"E-ti"}},"results":[{"id":"W2787433245","doi":"","title":"Towards an Integration of Knowledge in OLAP Cubes Exploratory Analysis","year":2005,"lang":"en","type":"article","venue":"E-ti","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Online analytical processing; Data cube; Data warehouse; Computer science; Multidimensional data; Cube (algebra); Process (computing); Extension (predicate logic); Set (abstract data type); Data mining; Multidimensional analysis; Knowledge extraction; Database; Data science; Information retrieval; Mathematics","authors":[{"name":"Sami Naouali","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02959470327936439,"gpt":0.3011082058230234,"spread":0.2715135025436591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002628658,0.00008022827,0.0001880318,0.000245227,0.00002854551,0.00001557696,0.0002307413,0.00003000542,0.00002567163],"category_scores_gemma":[0.00002256478,0.00006838315,0.00004993153,0.0008374896,0.00002685844,0.001355117,0.00008286271,0.00006069312,0.00003101247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003911673,"about_ca_system_score_gemma":0.00005034087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001116086,"about_ca_topic_score_gemma":0.002825919,"domain_scores_codex":[0.9992502,0.00006987718,0.0002380443,0.0002143642,0.0001137623,0.0001137733],"domain_scores_gemma":[0.999359,0.00001680689,0.00006767092,0.0004394806,0.00007317356,0.00004394309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002104779,0.0005649214,0.004120327,0.00005814184,0.0001237673,0.00001142639,0.03277947,0.003309321,0.01366309,0.3982632,0.001323996,0.5457613],"study_design_scores_gemma":[0.001261512,0.0004166935,0.06351359,0.0002311081,0.0001036849,0.000006790357,0.005669376,0.5069104,0.1420583,0.001862666,0.2768585,0.001107352],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1891474,0.0004711116,0.8078787,0.00008388174,0.0001147158,0.00006077457,0.00001028715,0.00005278701,0.002180421],"genre_scores_gemma":[0.9228467,0.00001460402,0.07684445,0.00002681641,0.00007073801,0.0000120524,0.00001786604,0.000003742483,0.0001630799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7336993,"threshold_uncertainty_score":0.2788584,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2781591802","doi":"","title":"Diatom Classification by Fourier Descriptors of Outlines","year":2007,"lang":"en","type":"article","venue":"E-ti","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Diatom; Fourier transform; Artificial intelligence; Parametric statistics; Pattern recognition (psychology); Computer science; Fourier series; Clockwise; Mathematics; Botany; Biology; Statistics; Mathematical analysis","authors":[{"name":"Abdelkader Siddour","is_ca":true},{"name":"Fathallah Nouboud","is_ca":true},{"name":"Driss Mammass","is_ca":false},{"name":"Alain Chalifour","is_ca":true},{"name":"Stéphane Campeau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03283359468889694,"gpt":0.3065194052307618,"spread":0.2736858105418648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007800534,0.00006315477,0.0001041013,0.00005308984,0.00004825065,0.00003603964,0.0001786897,0.00004655036,0.0006869978],"category_scores_gemma":[0.0001017655,0.00005162028,0.00003335722,0.0001406253,0.00007987105,0.000123891,0.00003744093,0.00004938873,0.0003480456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000227573,"about_ca_system_score_gemma":0.0000331191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001078461,"about_ca_topic_score_gemma":0.00001371302,"domain_scores_codex":[0.9990796,0.00002407189,0.0001998406,0.000154806,0.0003034261,0.0002382717],"domain_scores_gemma":[0.9995173,0.00005463063,0.00006753907,0.0001978355,0.00008004046,0.00008263675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002008661,0.00008580438,0.01367173,0.00001815076,0.000003396129,0.000001743913,0.0001305195,5.769568e-7,0.9547385,0.001617816,0.02283044,0.006881229],"study_design_scores_gemma":[0.0002776769,0.00006111261,0.05578013,0.00001754922,0.00000652002,0.000001009211,0.0002474081,0.0001427991,0.8433569,0.0003856056,0.0995832,0.000140085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931775,0.0002024973,0.001117083,0.0001633776,0.0002770203,0.00008462709,0.00001786545,0.00003254761,0.004927509],"genre_scores_gemma":[0.9960611,0.00001810609,0.001208504,0.00003932336,0.0001044423,0.000004281497,0.000006906411,0.00001032289,0.002546991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1113816,"threshold_uncertainty_score":0.7522144,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2781673648","doi":"","title":"Appel à communications pour la 5ème édition de e-TI","year":2008,"lang":"fr","type":"article","venue":"E-ti","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","authors":[{"name":"Appel à communications pour la ème édition de e-TI","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0358248347967995,"gpt":0.2684966087728182,"spread":0.2326717739760187,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002976252,0.000263454,0.0002355762,0.0001418463,0.0007184212,0.0001637135,0.002217624,0.0002078577,0.0002390184],"category_scores_gemma":[0.00002155021,0.0002836222,0.0001483133,0.0007416951,0.0002539616,0.0005789832,0.0007867207,0.0005254142,0.001847322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008609646,"about_ca_system_score_gemma":0.0003494383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001757196,"about_ca_topic_score_gemma":0.0007558439,"domain_scores_codex":[0.9978527,0.0004738868,0.0003330886,0.0004372221,0.0003254747,0.0005775939],"domain_scores_gemma":[0.9972689,0.0003936748,0.0001634094,0.001745544,0.0001848627,0.0002436461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006345489,0.002884587,0.009220896,0.0006362525,0.0003816146,0.0008235311,0.1095024,0.001154052,0.005526836,0.6023844,0.1220974,0.1453246],"study_design_scores_gemma":[0.0006733335,0.00007780969,0.02319447,0.0002847905,0.00004943549,0.001144354,0.0003742451,0.03686485,0.001283634,0.01641318,0.9191523,0.0004875647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1209402,0.02420089,0.252432,0.3476433,0.003322351,0.0008019768,0.0001615269,0.0009601723,0.2495376],"genre_scores_gemma":[0.8551632,0.002236182,0.1092169,0.009745372,0.001053252,0.00005774465,0.0001106991,0.00005917145,0.02235751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7970549,"threshold_uncertainty_score":0.9999616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2738805387","doi":"","title":"Les comités MCSEAI’06","year":2007,"lang":"fr","type":"article","venue":"E-ti","topic":"Diagnosis and treatment of tuberculosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Art","authors":[{"name":"Les comités Mcseai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04333644213085653,"gpt":0.3421944839534754,"spread":0.2988580418226189,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005157903,0.0002612341,0.0003785469,0.0001053483,0.0001321371,0.00003818607,0.0001216411,0.0003063862,0.007294552],"category_scores_gemma":[0.0001446821,0.0002354469,0.0002375495,0.0001982243,0.0001423054,0.00009877375,0.00005568741,0.0003293822,0.007529688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002699044,"about_ca_system_score_gemma":0.00004551413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001445499,"about_ca_topic_score_gemma":0.000311726,"domain_scores_codex":[0.9982986,0.00004687317,0.0003341089,0.000326352,0.0003387152,0.0006553062],"domain_scores_gemma":[0.9986919,0.0004047837,0.00007365605,0.0003983682,0.00006826648,0.0003630549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005210319,0.002179445,0.3269238,0.000172638,0.0004881644,0.0006578388,0.0004464412,0.000001311229,0.0001071534,0.01076094,0.2507144,0.4074957],"study_design_scores_gemma":[0.001447487,0.000329744,0.3239149,0.0004936153,0.0005140081,0.00003939854,0.000450655,0.0000123198,0.004228118,0.0001277668,0.6682595,0.0001824815],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.592359,0.0870074,0.00008063878,0.03211373,0.003664523,0.0004673011,0.00005642055,0.0001131645,0.2841378],"genre_scores_gemma":[0.9073491,0.001714632,0.0006159191,0.001707092,0.001719292,0.00001356229,0.00005927254,0.00004459203,0.08677661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4175451,"threshold_uncertainty_score":0.9936129,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2784252969","doi":"","title":"OLAP Cube Approximation and Rule Generation in Data Warehouses","year":2006,"lang":"en","type":"article","venue":"E-ti","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Online analytical processing; Computer science; Data warehouse; Cube (algebra); Data cube; Tuple; Set (abstract data type); Matching (statistics); Data mining; Approximation algorithm; Mode (computer interface); Focus (optics); Database; Information retrieval; Algorithm; Mathematics; Discrete mathematics","authors":[{"name":"Sami Naouali","is_ca":true},{"name":"Rokia Missaoui","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05264699868097972,"gpt":0.2544431783934747,"spread":0.201796179712495,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001611742,0.00005384207,0.00006045942,0.00004254377,0.00005326765,0.0001447872,0.0003105666,0.0000290611,0.000004612394],"category_scores_gemma":[0.00001128756,0.00004609637,0.000005844851,0.0001247695,0.00001245568,0.000618158,0.0001794884,0.00004041565,0.00002322237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001210536,"about_ca_system_score_gemma":0.00001367951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001527889,"about_ca_topic_score_gemma":0.0001468384,"domain_scores_codex":[0.9994251,0.0000239762,0.0001115775,0.0002394163,0.0000976152,0.0001023778],"domain_scores_gemma":[0.9995439,0.00001157599,0.00003000478,0.0003875691,0.00001091363,0.00001600985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001457381,0.0007601209,0.02859294,0.00009947863,0.00001978735,0.00009489208,0.002639389,0.004495325,0.01285593,0.1988625,0.1539572,0.5976079],"study_design_scores_gemma":[0.000367519,0.00002577219,0.04334911,0.000007132349,0.000002499783,0.00001231835,0.000009398958,0.9313835,0.00118928,0.008506789,0.0149621,0.0001846084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5330747,0.001015939,0.4522741,0.002350106,0.000422916,0.000308045,0.00001973204,0.00021622,0.01031825],"genre_scores_gemma":[0.8721395,0.0000239874,0.1271006,0.000194185,0.0002068744,0.000006018266,0.0001527001,0.000005001969,0.0001712288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9268882,"threshold_uncertainty_score":0.1879756,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2786804746","doi":"","title":"Art of Cultivating Rare Pearls : Changing the Social Image of IT Professionals","year":2015,"lang":"en","type":"article","venue":"E-ti","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Economic shortage; Raising (metalworking); Public relations; Academic community; Reflection (computer programming); Political science; Medical education; Psychology; Sociology; Medicine; Engineering; Social science; Government (linguistics); Computer science","authors":[{"name":"Marie-Christine Roy","is_ca":true},{"name":"Hager Khechine","is_ca":true},{"name":"Diane Ducharme","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08673549580047075,"gpt":0.389702070109577,"spread":0.3029665743091063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001432881,0.00004789883,0.0001086886,0.00004977372,0.0003381369,0.00002228408,0.0002187778,0.00003235521,0.0002617834],"category_scores_gemma":[0.0003753291,0.00003482019,0.00005080131,0.0002807082,0.0001166869,0.0001411788,0.0001522873,0.00006595672,0.0000549217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002254718,"about_ca_system_score_gemma":0.00006111283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005636797,"about_ca_topic_score_gemma":0.00007003726,"domain_scores_codex":[0.999157,0.0001156314,0.0001497202,0.00008048493,0.0003181974,0.0001789886],"domain_scores_gemma":[0.99958,0.00006642057,0.000125738,0.0000635402,0.0001408953,0.00002337262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001639059,0.0000981169,0.005472988,0.00009539237,0.00004529887,0.000002375803,0.7398669,0.00000152784,0.001928824,0.04268949,0.2041614,0.005621294],"study_design_scores_gemma":[0.0006373644,0.00003023117,0.003839398,0.0003259906,0.00003651868,1.214222e-7,0.7806106,0.000167427,0.003019732,0.002520157,0.2085721,0.0002403504],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2674155,0.00006876441,0.00009049715,0.00521411,0.0003195298,0.0002575423,0.00000276327,0.00002998561,0.7266014],"genre_scores_gemma":[0.949138,0.000001687723,0.0001882109,0.00007677613,0.0003680775,0.000007407796,0.000002235497,0.000005328463,0.05021222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6817226,"threshold_uncertainty_score":0.2866345,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2786426445","doi":"","title":"CIGA+ : an Algorithm for Computing a Concise Set of Frequently closed Item Sets","year":2006,"lang":"en","type":"article","venue":"E-ti","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Computer science; Data mining; Set (abstract data type); Association rule learning; Graph; Algorithm; Null (SQL); Dependency (UML); Task (project management); Dependency graph; Data set; Artificial intelligence; Theoretical computer science; Engineering","authors":[{"name":"Rokia Missaoui","is_ca":true},{"name":"Ganaël Jatteau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02562404693190174,"gpt":0.2945604521471573,"spread":0.2689364052152555,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000280633,0.000119636,0.0001813228,0.00005932336,0.0001375661,0.0001045576,0.0007136301,0.00005031074,0.000006938394],"category_scores_gemma":[0.00001512629,0.0001194079,0.00006074827,0.0002624692,0.00004502656,0.0002951757,0.0001303691,0.00006825402,0.00001588391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002198875,"about_ca_system_score_gemma":0.00005837806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001607123,"about_ca_topic_score_gemma":0.000008380232,"domain_scores_codex":[0.9988794,0.00002497904,0.0002975906,0.0003698775,0.0001759337,0.000252262],"domain_scores_gemma":[0.9990437,0.0001329445,0.0001550458,0.0004794211,0.000115766,0.00007311775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001364528,0.0001181938,0.00009597187,0.00001673224,0.00001371044,0.00000513952,0.0004665586,0.00005418991,0.001303593,0.01455304,0.008801655,0.9745699],"study_design_scores_gemma":[0.0006050775,0.0001151555,0.002654975,0.00002490939,0.000009985196,0.00001354928,0.00004681786,0.9670234,0.00317384,0.003279562,0.02284507,0.0002076646],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04266364,0.00005812832,0.9553871,0.0002252219,0.0001415715,0.0002876219,0.0003553496,0.0001570065,0.0007244175],"genre_scores_gemma":[0.1549487,0.00000137477,0.8442423,0.0001356975,0.0002178695,0.00002818595,0.0002037184,0.00001425805,0.0002078986],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9743622,"threshold_uncertainty_score":0.4869311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}