{"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":"6c5eb395fc6b","filters":{"venue":"CICTP 2021"}},"results":[{"id":"W4200125464","doi":"10.1061/9780784483565.081","title":"The Thermoelectric Effect and High-Temperature Characteristics of Carbon Nanotubes Modified Asphalt Concrete","year":2021,"lang":"en","type":"article","venue":"CICTP 2021","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Carbon nanotube; Materials science; Thermoelectric effect; Asphalt; Asphalt concrete; Composite material; Carbon fibers; Engineering physics; Engineering; Thermodynamics","authors":[{"name":"Yuhao Liu","is_ca":true},{"name":"Hui Liao","is_ca":true},{"name":"Fang Zhou","is_ca":true},{"name":"Xiaoming Huang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003294254653913406,"gpt":0.1835129903298741,"spread":0.1802187356759607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001985526,0.0001127046,0.0001820301,0.00001128314,0.000124119,0.00005252936,0.0000934977,0.00008186066,0.0002244109],"category_scores_gemma":[0.0001001998,0.00008085798,0.00003305056,0.0001610229,0.0001715707,0.00004686647,0.0001043515,0.00009121362,0.0000178424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003745547,"about_ca_system_score_gemma":0.00001745087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001174573,"about_ca_topic_score_gemma":0.00002126223,"domain_scores_codex":[0.9991167,0.0001608924,0.0001729901,0.0002109119,0.0001673291,0.0001712389],"domain_scores_gemma":[0.9994811,0.0001428835,0.00007734831,0.0002412166,0.00001567145,0.00004176719],"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":[0.00003659597,0.000002580418,0.02896219,0.00001512931,0.00002070992,0.00001458445,0.00005945891,0.000002365752,0.9636391,0.0001807534,0.00005942347,0.007007136],"study_design_scores_gemma":[0.0003432903,0.00008671387,0.211219,0.00001847494,0.00004357326,0.00005598176,0.00002393303,0.0001533645,0.7871096,0.0001324168,0.0006789501,0.0001346815],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981552,0.0003084516,0.00000136175,0.0001035942,0.0006657484,0.0001263332,0.00001083172,0.00001183778,0.0006166687],"genre_scores_gemma":[0.9994487,0.0002128019,0.0000318049,0.00002785066,0.00009193066,0.00001209933,0.00001297853,0.00001182213,0.0001499795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1822568,"threshold_uncertainty_score":0.3297293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200281499","doi":"10.1061/9780784483565.007","title":"Parameter Calibration of Traffic Flow Speed-Density Model Based on K-means Clustering Algorithm and Least Square Method","year":2021,"lang":"en","type":"article","venue":"CICTP 2021","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cluster analysis; Computer science; Calibration; Traffic flow (computer networking); Algorithm; Data set; Sample (material); Data mining; Set (abstract data type); Flow (mathematics); Statistics; Mathematics; Artificial intelligence","authors":[{"name":"Gang Ren","is_ca":false},{"name":"Sai Zhu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01376546939413584,"gpt":0.2343600150302314,"spread":0.2205945456360956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001175708,0.0001270907,0.0001736344,0.00009004967,0.00003672786,0.00003461226,0.00005157959,0.00007926839,0.00003763823],"category_scores_gemma":[0.0000174399,0.000141083,0.00006072277,0.0001402201,0.00001668681,0.00009875267,0.00003110676,0.0001204772,0.000001645717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002921711,"about_ca_system_score_gemma":0.00001439533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001928842,"about_ca_topic_score_gemma":0.00001437865,"domain_scores_codex":[0.9993106,0.00004106098,0.0001762652,0.0002010546,0.000140853,0.0001301265],"domain_scores_gemma":[0.9996316,0.00004141171,0.00002184973,0.000216567,0.00003406385,0.00005445105],"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":[0.00000448948,0.00002614608,0.000005582523,0.00008024655,0.00001869972,0.000009665494,0.0001157256,0.823943,0.0007437392,0.00002947227,0.001486246,0.173537],"study_design_scores_gemma":[0.000253984,0.00002452157,0.00009690668,0.00006469643,0.00002747225,0.000003581955,0.00008058831,0.9921868,0.006877892,0.00001585241,0.0002425241,0.000125201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0067425,0.00005229929,0.9913428,0.00009685093,0.000151286,0.00011947,0.00003283927,0.0006452558,0.0008166767],"genre_scores_gemma":[0.7249903,0.0000488019,0.2746557,0.0001040691,0.00004107269,0.000007272311,0.00005032966,0.0000246448,0.00007778416],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7182478,"threshold_uncertainty_score":0.5753197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200587337","doi":"10.1061/9780784483565.049","title":"A Combined Model to Jointly Optimize the Left-Turn Trajectory and Approaching Speed for the Connected and Autonomous Vehicles","year":2021,"lang":"en","type":"article","venue":"CICTP 2021","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Trajectory; Computer science; Control theory (sociology); Constant (computer programming); Ideal (ethics); Simulation; Artificial intelligence; Control (management)","authors":[{"name":"Xiaogao Liu","is_ca":true},{"name":"Keping Li","is_ca":true},{"name":"Runhan Zhang","is_ca":true},{"name":"Can Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.016277791868163,"gpt":0.1995416549828115,"spread":0.1832638631146485,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001665769,0.0001303173,0.0001661512,0.00002537877,0.0001526624,0.0001217561,0.00009785985,0.00003543925,0.00001409145],"category_scores_gemma":[0.00004497198,0.00008815396,0.00004824533,0.00006414812,0.00002852052,0.0000416936,0.00007431197,0.0001162293,0.000001509669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002012443,"about_ca_system_score_gemma":0.00002059532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000798525,"about_ca_topic_score_gemma":0.00006495215,"domain_scores_codex":[0.9993875,0.00002244536,0.0001360163,0.000188238,0.00006992183,0.0001958488],"domain_scores_gemma":[0.999465,0.000218331,0.00001493018,0.0002159033,0.00002711126,0.00005866853],"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":[0.00004514856,0.00002747347,0.0000121816,0.00008928688,0.0002519461,0.00000703722,0.002881009,0.9321873,0.00759233,0.002452954,0.002995607,0.05145769],"study_design_scores_gemma":[0.0009532989,0.00002143867,0.001758818,0.00001568855,0.00008279608,0.000005380286,0.0008808328,0.9926245,0.0003101261,0.0001349057,0.003076098,0.0001361599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7859263,0.007743723,0.1919781,0.008315051,0.000586956,0.001940476,0.00005660249,0.0003779338,0.003074866],"genre_scores_gemma":[0.9962341,0.0001107717,0.002585961,0.0003237028,0.0000681493,0.00004797129,0.000006663104,0.00002523316,0.0005974007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2103079,"threshold_uncertainty_score":0.3594814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}