{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"ea02cae13a7a","filters":{"venue":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)"}},"results":[{"id":"W4285326639","doi":"10.1109/csci54926.2021.00091","title":"A Deep Learning BERT-Based Approach to Person-Job Fit in Talent Recruitment","year":2021,"lang":"en","type":"article","venue":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)","topic":"Imbalanced Data Classification Techniques","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Margin (machine learning); Workload; Computer science; Process (computing); Variety (cybernetics); The Internet; World Wide Web; Data science; Artificial intelligence; Machine learning; Operating system","authors":[{"name":"Elias Abdollahnejad","is_ca":true},{"name":"M. Kalman","is_ca":true},{"name":"Behrouz H. Far","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.167389915977422,"gpt":0.3625776461036512,"spread":0.1951877301262292,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001124059,0.0003335423,0.0002920866,0.0008984369,0.0004351378,0.001046437,0.001764283,0.00008856767,0.00021745],"category_scores_gemma":[0.000490784,0.0003546545,0.00007977487,0.002285932,0.0003820559,0.001034977,0.0004688997,0.0004270236,0.0001568888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006214879,"about_ca_system_score_gemma":0.001425656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004207423,"about_ca_topic_score_gemma":0.00002048116,"domain_scores_codex":[0.9948735,0.0001748366,0.0006091496,0.001520439,0.002316249,0.0005057951],"domain_scores_gemma":[0.9963141,0.0004294409,0.000218701,0.000382444,0.00234116,0.0003141371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001681226,0.0002420369,0.0003560053,0.000007420946,0.0000112071,0.00001693461,0.0005097737,0.4862478,0.0002090584,0.4627604,0.0001492781,0.04947331],"study_design_scores_gemma":[0.0002118654,0.0001305857,0.009069628,0.000104993,0.000003014723,0.00004143631,0.0006512852,0.9562613,0.0008698147,0.03132994,0.000937014,0.000389117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003798023,0.00004566007,0.9718724,0.00816399,0.0003605224,0.0004917936,0.00002099911,0.0001182602,0.01512828],"genre_scores_gemma":[0.7525861,0.00002555871,0.2447852,0.00193395,0.00005407536,0.000216147,0.0001304007,0.00001161569,0.0002569564],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7487881,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285325964","doi":"10.1109/csci54926.2021.00181","title":"Mozi IoT Malware and Its Botnets: From Theory To Real-World Observations","year":2021,"lang":"en","type":"article","venue":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Botnet; Malware; Computer security; Computer science; Internet of Things; World Wide Web; The Internet","authors":[{"name":"Josh Sahota","is_ca":true},{"name":"Natalija Vlajic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07833187474366335,"gpt":0.3260761040838957,"spread":0.2477442293402324,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008641714,0.0003203745,0.0002745853,0.0005844258,0.0008328232,0.001228727,0.001194736,0.00008399677,0.001013419],"category_scores_gemma":[0.0004457784,0.0003355465,0.00006974054,0.001906895,0.0003283373,0.001155881,0.0008432581,0.0003353888,0.0001955183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002320131,"about_ca_system_score_gemma":0.0009972651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001262703,"about_ca_topic_score_gemma":0.0001887322,"domain_scores_codex":[0.9956475,0.0001699499,0.0006034171,0.001333303,0.001831198,0.0004146582],"domain_scores_gemma":[0.9953759,0.0009018922,0.0002015787,0.0003045702,0.002807881,0.0004082219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000303831,0.00009863776,0.0002496271,0.000003937439,0.0000319348,0.00002161306,0.0004996551,0.10349,0.0004206596,0.8533254,0.0004406,0.04138755],"study_design_scores_gemma":[0.0001147742,0.00008118123,0.01357555,0.00008970022,0.000006009165,0.00002370388,0.0001936058,0.6140004,0.0006058799,0.3693947,0.00163479,0.0002797348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08482337,0.0001878831,0.8762932,0.02547541,0.001689671,0.0004016083,0.0001212533,0.0001575072,0.0108501],"genre_scores_gemma":[0.9265254,0.0001910521,0.0676708,0.004097302,0.0002653947,0.00004864948,0.0001145474,0.00001402403,0.001072799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.841702,"threshold_uncertainty_score":0.9999096,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285328254","doi":"10.1109/csci54926.2021.00298","title":"A Review on Multiple Data Source Based Recommendation Systems","year":2021,"lang":"en","type":"review","venue":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Recommender system; Computer science; Matrix decomposition; Information retrieval; Data modeling; Data source; Multimedia; Database","authors":[{"name":"Debashish Roy","is_ca":true},{"name":"Farid Shirazi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2805813739448751,"gpt":0.4285001182690183,"spread":0.1479187443241433,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.003122197,0.0008542687,0.001488504,0.001125839,0.000686761,0.002283192,0.005607998,0.0002431371,0.0003369118],"category_scores_gemma":[0.001204327,0.0007578356,0.000281091,0.002141082,0.0004192845,0.001478828,0.001649798,0.0008107245,0.0002497585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006432754,"about_ca_system_score_gemma":0.003804647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008569728,"about_ca_topic_score_gemma":0.000007609445,"domain_scores_codex":[0.991609,0.0005979771,0.001727168,0.00276657,0.002697207,0.0006021211],"domain_scores_gemma":[0.9917238,0.002618528,0.001202805,0.001352953,0.002722684,0.0003792504],"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":[0.000003932707,0.0002047836,0.000001901143,0.001313881,0.00009241304,0.00001524931,0.00002495518,0.009584506,1.156634e-7,0.166755,0.009158321,0.812845],"study_design_scores_gemma":[0.0000762141,0.0001005904,0.000002689095,0.01771515,0.00003709809,0.00008707157,0.00002584973,0.5323049,6.704136e-7,0.002185831,0.4469754,0.0004885079],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[2.62643e-7,0.4011084,0.5893898,0.002943484,0.001590173,0.001050188,0.0002895989,0.0001527112,0.003475372],"genre_scores_gemma":[0.0008862201,0.968065,0.02289208,0.003501062,0.0003691911,0.0003530644,0.003620411,0.00005402127,0.0002589264],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8123565,"threshold_uncertainty_score":0.9997721,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285079561","doi":"10.1109/csci54926.2021.00279","title":"Effects of Different Recommendation Algorithms on Structure of Social Networks","year":2021,"lang":"en","type":"article","venue":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cosine similarity; Computer science; Cluster analysis; Similarity (geometry); Social network (sociolinguistics); Graph; Recommender system; Data mining; Information retrieval; Clustering coefficient; Data science; Social media; Theoretical computer science; World Wide Web; Machine learning; Artificial intelligence","authors":[{"name":"Sepideh Banihashemi","is_ca":true},{"name":"Abdolreza Abhari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0218055392401534,"gpt":0.3198232041952186,"spread":0.2980176649550653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002366641,0.0002297184,0.0003242503,0.0003074846,0.0002691554,0.0001319952,0.0004219976,0.00004975679,0.001729609],"category_scores_gemma":[0.00005795019,0.0002199233,0.0001204205,0.0007313935,0.0004489133,0.0002212385,0.0002047126,0.0002306078,0.000005259317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009003087,"about_ca_system_score_gemma":0.0003339834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002605965,"about_ca_topic_score_gemma":0.00000447458,"domain_scores_codex":[0.9974681,0.00009881871,0.000559673,0.0005484261,0.001086015,0.0002389556],"domain_scores_gemma":[0.9967849,0.0005731905,0.0003980891,0.0001078897,0.002046686,0.00008929822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003737488,0.0003193995,0.0007019007,0.00001223947,0.0001053687,0.000001601456,0.0001766512,0.1429138,0.001105494,0.7704067,0.0001783749,0.08404106],"study_design_scores_gemma":[0.0001865551,0.0001222808,0.01185737,0.00008750641,0.00002324387,0.000002291263,0.0002298852,0.7401261,0.01164344,0.2354487,0.00007178442,0.0002008781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1911778,0.00002082986,0.7977965,0.001689368,0.000570725,0.0003112817,0.0001538854,0.00002878513,0.008250794],"genre_scores_gemma":[0.9945546,0.000009951986,0.004588448,0.0001689826,0.0002089732,0.00001149499,0.000386502,0.000009558672,0.00006149651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8033768,"threshold_uncertainty_score":0.9991829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285327777","doi":"10.1109/csci54926.2021.00021","title":"Scratch-Style Relational Algebra and Calculus","year":2021,"lang":"en","type":"article","venue":"2021 International Conference on Computational Science and Computational Intelligence (CSCI)","topic":"Logic, programming, and type systems","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":"University of Calgary","funders":"","keywords":"Relational calculus; Computer science; Algebra over a field; Style (visual arts); Scratch; Relational algebra; Calculus (dental); Programming language; Relational database; Mathematics; Relational model; Pure mathematics; Information retrieval; Art","authors":[{"name":"Levi Meston","is_ca":true},{"name":"Jalal Kawash","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05863649704015323,"gpt":0.3117342097044685,"spread":0.2530977126643153,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001008233,0.000325881,0.000284065,0.0004128561,0.0007762383,0.001391158,0.001004364,0.0001079756,0.0004363647],"category_scores_gemma":[0.0004107003,0.0003173781,0.0000823009,0.001203957,0.0008235007,0.001732731,0.0006588654,0.000322537,0.0002157489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001910635,"about_ca_system_score_gemma":0.001498817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005179814,"about_ca_topic_score_gemma":0.00002000486,"domain_scores_codex":[0.9952924,0.0001245002,0.0006135907,0.001283563,0.002226877,0.0004590389],"domain_scores_gemma":[0.9956856,0.0004880233,0.0002492431,0.0002956986,0.002930621,0.000350764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001118077,0.0001162726,0.000367312,0.00000817977,0.00003524606,0.00004562,0.0004556799,0.02000514,0.0001035341,0.9405206,0.0003271863,0.03800408],"study_design_scores_gemma":[0.0001674203,0.00008224636,0.003279864,0.00001934427,0.000004920394,0.0001332598,0.0002677131,0.5547374,0.0001555431,0.4393503,0.001532171,0.0002697792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00536945,0.0002237898,0.9609194,0.01071824,0.00111939,0.0002370739,0.00001713181,0.000102984,0.02129251],"genre_scores_gemma":[0.9652789,0.00007436109,0.03177233,0.001762245,0.0001895571,0.00003258298,0.00008760613,0.00001185322,0.0007905378],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9599095,"threshold_uncertainty_score":0.9999278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}