{"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":"bb08c447f8fe","filters":{"venue":"Science Engineering and Technology"}},"results":[{"id":"W4389786761","doi":"10.54327/set2024/v4.i1.107","title":"Evaluation and Challenges of IoT Simulators for Intelligent Transportation System Applications","year":2023,"lang":"en","type":"article","venue":"Science Engineering and Technology","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Context (archaeology); Data science; Task (project management); Domain (mathematical analysis); Implementation; Cloud computing; Flagging; Internet of Things; Reliability (semiconductor); Field (mathematics); Systems engineering; Computer security; Software engineering; Engineering","authors":[{"name":"Khurram Shehzad Khattak","is_ca":false},{"name":"Zawar Hussain Khan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0159181988817043,"gpt":0.2395857093053118,"spread":0.2236675104236076,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005525236,0.00006727472,0.00009590176,0.0003946717,0.00004340975,0.000006496705,0.00008126065,0.00006912812,2.386769e-7],"category_scores_gemma":[0.00003391284,0.00007084413,0.000009821034,0.0007187883,0.00008449623,0.0000369091,0.000008062894,0.0000510987,8.426641e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003789406,"about_ca_system_score_gemma":0.00001435758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.98426e-7,"about_ca_topic_score_gemma":0.000003096821,"domain_scores_codex":[0.9994292,0.000001995155,0.0001205822,0.0001518102,0.0001306855,0.0001657856],"domain_scores_gemma":[0.9997169,0.00003430888,0.00001598087,0.0001164083,0.00008445384,0.00003197654],"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":[2.827367e-7,0.000001591351,0.00003681331,0.0001827254,0.000008163478,1.549077e-7,0.00008301797,0.9083611,0.006530484,0.02949986,0.000001327523,0.05529453],"study_design_scores_gemma":[0.00008334743,0.00002120097,0.0005889656,0.00003791201,0.00001812888,0.000002459302,0.0002914787,0.9912725,0.006555517,0.0003765896,0.0006843645,0.000067507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.936552,0.00491468,0.0566698,0.0001225803,0.0001494701,0.0005841508,0.000007212418,0.000973362,0.00002672119],"genre_scores_gemma":[0.9982502,0.0004031608,0.00114018,2.881794e-7,0.00001371147,0.0001780251,0.000002758297,0.00001078766,8.973481e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08291148,"threshold_uncertainty_score":0.288894,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4324138557","doi":"10.54327/set2023/v3.i1.48","title":"Impact of Road Pavement Condition on Vehicular Free Flow Speed, Vibration and In-Vehicle Noise","year":2023,"lang":"en","type":"article","venue":"Science Engineering and Technology","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Noise (video); Vibration; Automotive engineering; Traffic flow (computer networking); Transport engineering; Environmental science; Engineering; Computer science; Acoustics","authors":[{"name":"Khurram Shehzad Khattak","is_ca":false},{"name":"Zawar Hussain Khan","is_ca":false},{"name":"T. Aaron Gulliver","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003655678516085155,"gpt":0.2135502148183788,"spread":0.2098945363022936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001283593,0.00008364813,0.00009792946,0.0006095364,0.00003340565,0.00001401304,0.00009255113,0.00006423634,0.000001479119],"category_scores_gemma":[0.0000553731,0.00007602054,0.00001132491,0.0008284756,0.00009132607,0.0001096844,0.00004376567,0.0001150578,0.000001563642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005470243,"about_ca_system_score_gemma":0.00001121237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009028514,"about_ca_topic_score_gemma":0.000001522268,"domain_scores_codex":[0.9994519,0.000001437771,0.0001016146,0.0001338735,0.00009215113,0.0002190276],"domain_scores_gemma":[0.999788,0.000008963993,0.00001220067,0.0001408117,0.00002075633,0.00002926656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001523389,0.000002882981,0.003900828,0.00002018361,0.000004977484,0.000005849071,0.0000784197,0.3999361,0.5891683,0.0006658563,0.00001340368,0.00620173],"study_design_scores_gemma":[0.0003010406,0.0001090388,0.1741334,0.00007506761,0.000002613198,0.00000678096,0.00006218856,0.687323,0.137248,0.0006001638,0.0000213329,0.0001174003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989685,0.00005202186,0.0004244457,0.00004514298,0.0001765608,0.00006817206,0.000003976573,0.0002289068,0.00003221826],"genre_scores_gemma":[0.9995166,0.00004752773,0.0003969589,0.000001565071,0.0000202462,0.000005450413,0.000001639104,0.000007756956,0.000002263203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4519203,"threshold_uncertainty_score":0.3100028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384930992","doi":"10.54327/set2023/v3.i2.78","title":"HetroTraffSim: A Novel Traffic Simulation Software for Heterogeneous Traffic Flow","year":2023,"lang":"en","type":"article","venue":"Science Engineering and Technology","topic":"Traffic control and management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Traffic flow (computer networking); Software; Traffic simulation; Computer science; Network traffic simulation; Traffic generation model; Traffic optimization; Traffic congestion reconstruction with Kerner's three-phase theory; Floating car data; Transport engineering; Road traffic; Microscopic traffic flow model; Simulation software; Work (physics); Simulation; Real-time computing; Microsimulation; Traffic congestion; Computer network; Engineering; Network traffic control","authors":[{"name":"Ali Zeb","is_ca":false},{"name":"Khurram Shehzad Khattak","is_ca":false},{"name":"Muhammad Rehmat Ullah","is_ca":false},{"name":"Zawar Hussain Khan","is_ca":true},{"name":"T. Aaron Gulliver","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008907678284759026,"gpt":0.2112809614877221,"spread":0.2023732832029631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001844459,0.0001615847,0.0001626425,0.0008019338,0.0001372965,0.00004655545,0.00022151,0.00009920901,0.00000166569],"category_scores_gemma":[0.0001323985,0.0001663752,0.00003132022,0.001712061,0.0001038959,0.00009900469,0.00004595819,0.0001069426,0.000008972382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000470641,"about_ca_system_score_gemma":0.00001749906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.274847e-7,"about_ca_topic_score_gemma":0.000003129619,"domain_scores_codex":[0.998912,9.887275e-7,0.0001546843,0.0002995893,0.0001316277,0.0005011095],"domain_scores_gemma":[0.9996113,0.00006090182,0.0000129433,0.0001977513,0.00004687129,0.00007021605],"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":[0.000001411682,0.000006593381,0.000001641425,0.00004089294,0.00001074424,0.000002382523,0.00004560293,0.8651009,0.003538746,0.0002339856,0.00003036564,0.1309868],"study_design_scores_gemma":[0.0003939146,0.00005841829,0.0000961528,0.00001640824,0.00001022795,0.000008891054,0.00002890255,0.9923777,0.0003189008,0.00001846085,0.006488577,0.0001834592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8681514,0.0002784976,0.1238684,0.0001965106,0.0006356071,0.0003829832,0.00001553393,0.006463504,0.000007537564],"genre_scores_gemma":[0.9937572,0.00002559015,0.005990839,0.000006093087,0.00004224239,0.0001150783,0.000005444127,0.00002920341,0.00002826682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1308033,"threshold_uncertainty_score":0.6784586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}