{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"04163a3c7520","filters":{"venue":"International Conference on Intelligent Systems"}},"results":[{"id":"W2985314575","doi":"","title":"Comparison of Artificial Intelligence Based Oscillometric Blood Pressure Estimation Techniques: A Review Paper","year":2018,"lang":"en","type":"review","venue":"International Conference on Intelligent Systems","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Blood pressure; Estimation; Artificial intelligence; Engineering; Medicine; Internal medicine; Systems engineering","authors":[{"name":"Ekambir Sidhu","is_ca":true},{"name":"Voicu Groza","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1576182479235596,"gpt":0.3984716760873579,"spread":0.2408534281637983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007032059,0.0007534251,0.002079883,0.001161542,0.00005341895,0.0001672662,0.001340343,0.0004491594,0.0005080757],"category_scores_gemma":[0.0005365972,0.000677045,0.0005220545,0.0009576602,0.0001184569,0.0001978299,0.00009713478,0.0006439307,0.0004284243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002443261,"about_ca_system_score_gemma":0.0001942435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003640535,"about_ca_topic_score_gemma":0.00000297183,"domain_scores_codex":[0.9951132,0.0002226385,0.002528111,0.000636109,0.001141238,0.0003587389],"domain_scores_gemma":[0.9968998,0.0004832546,0.0009503064,0.0007268426,0.0007999736,0.0001398002],"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":[0.00001087323,0.0003276955,0.000009816586,0.1067708,0.001250131,0.00001432381,0.00005507515,0.00139588,0.0001267405,0.01119587,0.001261683,0.8775811],"study_design_scores_gemma":[0.00003683654,0.0003762371,1.855595e-7,0.3123378,0.001830984,0.00003439673,0.00005008062,0.02765773,0.007380159,0.0002642033,0.6489179,0.001113482],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.007122e-7,0.8879656,0.1016003,0.00001158146,0.003399619,0.001846647,0.000207565,0.000293894,0.004674098],"genre_scores_gemma":[0.007608768,0.9893278,0.001207519,0.00001365994,0.0006372021,0.0007476857,0.0002305565,0.0001170173,0.0001097473],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8764676,"threshold_uncertainty_score":0.999568,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2633616900","doi":"","title":"Establishing a Lightweight Communicative Multiagent Java Framework","year":2014,"lang":"en","type":"article","venue":"International Conference on Intelligent Systems","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Java; Computer science; Programming language; Multi-agent system; Software engineering; Artificial intelligence","authors":[{"name":"Braxton McCraw","is_ca":false},{"name":"Justin Ruger","is_ca":false},{"name":"Roberto A. Flores","is_ca":false},{"name":"Robert C. Kremer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07437911317728532,"gpt":0.3186031261781267,"spread":0.2442240130008414,"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":[0.001001927,0.0003234725,0.0003564528,0.0003167717,0.0002197892,0.001105315,0.002905838,0.0001829069,0.0002032744],"category_scores_gemma":[0.0004613326,0.0002804194,0.000142985,0.0002419669,0.00005394096,0.0006959276,0.000378071,0.000430409,0.001073841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002578959,"about_ca_system_score_gemma":0.00006222098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004849979,"about_ca_topic_score_gemma":0.00002585604,"domain_scores_codex":[0.9966958,0.000489724,0.0008011853,0.0006690688,0.0009855187,0.0003587098],"domain_scores_gemma":[0.9967446,0.0007079614,0.0005321799,0.00122038,0.000599949,0.0001949228],"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":[0.00001261981,0.0001445937,0.0005315476,0.00002268883,0.00007953239,0.000005856515,0.002189688,0.0006785559,0.0004204053,0.9886144,0.001312104,0.005988035],"study_design_scores_gemma":[0.0003260929,0.000175733,0.0005868874,0.00108069,0.000008897745,0.00002719795,0.0005595423,0.8872468,0.003332607,0.007790472,0.09832116,0.0005439272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003694212,0.000113956,0.9377066,0.002106079,0.00636508,0.0005075323,0.00001334642,0.0002562466,0.04923692],"genre_scores_gemma":[0.9914728,0.0001139056,0.005766098,0.0003808257,0.0005064626,0.0001308922,0.00002914534,0.00002194415,0.001577868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9877787,"threshold_uncertainty_score":0.9999648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2942423334","doi":"","title":"Unsupervised Deep Learning Recommender System for Personal Computer Users","year":2017,"lang":"en","type":"article","venue":"International Conference on Intelligent Systems","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Recommender system; Computer science; Deep learning; Unsupervised learning; Artificial intelligence; World Wide Web; Multimedia","authors":[{"name":"Daniel Shapiro","is_ca":true},{"name":"Hamza Qassoud","is_ca":true},{"name":"Mathieu Lemay","is_ca":false},{"name":"Miodrag Bolić","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1035879758199548,"gpt":0.3226185428700852,"spread":0.2190305670501304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006111106,0.0002442176,0.0003147768,0.0002155057,0.0006218724,0.002198398,0.002400171,0.00009663226,0.00005995614],"category_scores_gemma":[0.00009247103,0.0002202092,0.0001806374,0.00005176945,0.00005533159,0.0005601119,0.0002908892,0.000221725,0.000282695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001946964,"about_ca_system_score_gemma":0.00005975895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527079,"about_ca_topic_score_gemma":0.00001578179,"domain_scores_codex":[0.9979313,0.0001122449,0.0004570209,0.0006451941,0.0005389461,0.0003153078],"domain_scores_gemma":[0.9981149,0.0001728899,0.0004255573,0.0006104772,0.0005379589,0.0001381482],"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":[0.0001457092,0.0002744152,0.007607207,0.0002921068,0.001377044,0.00009238179,0.004729087,0.003652653,0.0005142839,0.7866997,0.006701323,0.1879141],"study_design_scores_gemma":[0.0003149006,0.0001270284,0.0002032164,0.000310147,0.00001500094,0.00002738966,0.0009859697,0.9806111,0.000183225,0.00007040803,0.01688891,0.0002626441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005325002,0.00003361016,0.9785924,0.00161023,0.005072041,0.0002640212,0.00004514419,0.0002059937,0.008851555],"genre_scores_gemma":[0.9947554,0.00002673731,0.002636504,0.00009687066,0.0005792129,0.00009309779,0.00008704871,0.00001749394,0.001707669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9894304,"threshold_uncertainty_score":0.9988374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}