{"meta":{"query_hash":"b42d690d6c4c","filters":{"venue":"Digital Transportation and Safety"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/b42d690d6c4c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Digital+Transportation+and+Safety"},"results":[{"id":"W4385893930","doi":"10.48130/dts-2023-0008","title":"Adaptive signal control and coordination for urban traffic control in a connected vehicle environment: A review","year":2023,"lang":"en","type":"review","venue":"Digital Transportation and Safety","topic":"Traffic control and management","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"SIGNAL (programming language); Computer science; Control (management); Control system; Traffic flow (computer networking); Traffic signal; Road traffic control; Control engineering; Real-time computing; Transport engineering; Computer security; Engineering; Artificial intelligence; Electrical engineering","score_opus":0.015795356124219992,"score_gpt":0.2208612904305649,"score_spread":0.2050659343063449,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385893930","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002551127,0.9940806,0.0021931068,0.00019853083,0.00028882403,0.000013890272,0.000029191786,0.000019733323,0.002920968],"genre_scores_gemma":[0.0019120333,0.9953885,0.0012438,0.00014593704,0.00025813706,0.000016622493,0.000048641945,0.000004641852,0.0009817115],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997969,0.00002461391,0.00002777421,0.00005546724,0.00007517181,0.00002006566],"domain_scores_gemma":[0.9994779,0.00027780246,0.000059240592,0.000021131184,0.00013741298,0.000026556463],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053080136,0.0011549906,0.0012442268,0.0021291736,0.00032612192,0.0011162577,0.0010106647,0.0012601177,0.00474925],"category_scores_gemma":[0.000871918,0.00050276186,0.0006379514,0.0030220395,0.00046272133,0.0020944264,0.0007224938,0.0013614881,0.0028131774],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038500973,0.00011435979,0.00020417111,0.019909356,0.000084729334,0.00012419606,0.00007224374,0.0021487447,0.0018048557,0.013696672,0.017920153,0.94388205],"study_design_scores_gemma":[0.000011384594,0.00021404366,0.0007228832,0.0043500206,0.00019020286,0.0005752038,0.00007999691,0.0010868995,0.0009654141,0.004695064,0.9870618,0.00004709553],"about_ca_topic_score_codex":0.0014638047,"about_ca_topic_score_gemma":0.0014315601,"teacher_disagreement_score":0.00474925,"about_ca_system_score_codex":0.00043861175,"about_ca_system_score_gemma":0.0011489666,"threshold_uncertainty_score":0.015887797},"labels":[],"label_agreement":null},{"id":"W4401933554","doi":"10.48130/dts-0024-0015","title":"Transportation mobility during COVID-19: a systematic review and bibliometric analysis","year":2024,"lang":"en","type":"review","venue":"Digital Transportation and Safety","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Bibliometrics; Data science; Regional science; Geography; Computer science; Medicine; Library science; Virology; Outbreak","score_opus":0.04556888505752212,"score_gpt":0.3717373302028853,"score_spread":0.3261684451453632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401933554","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006729953,0.97769743,0.00093205774,0.0010662365,0.0002216288,0.0018921054,0.009371475,0.00006592041,0.002023181],"genre_scores_gemma":[0.029571772,0.9610398,0.0019281874,0.00050810736,0.00010950345,0.0031774326,0.003256466,0.000026006077,0.0003826992],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9856418,0.0030116527,0.006667614,0.0009785615,0.0031275866,0.0005727919],"domain_scores_gemma":[0.9564001,0.030054588,0.0067934818,0.0008548633,0.0053373952,0.00055957993],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.011078522,0.0018587064,0.009100942,0.07619898,0.0017231504,0.0043094694,0.002399859,0.0017129317,0.0072504045],"category_scores_gemma":[0.059827924,0.0011529893,0.0077250297,0.082024276,0.0013176114,0.0040925588,0.0038493522,0.0011595064,0.00064245344],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010811108,0.000017031934,0.0019249127,0.9517789,0.0046081427,0.00022017673,0.0006059646,0.00013373283,0.0001716019,0.0005241159,0.0031054441,0.03680188],"study_design_scores_gemma":[0.00014195658,0.00015815544,0.0122153675,0.8801888,0.05539268,0.0006486264,0.0019672508,0.00018238559,0.000301263,0.0009098059,0.047801927,0.000091773625],"about_ca_topic_score_codex":0.016864479,"about_ca_topic_score_gemma":0.038334742,"teacher_disagreement_score":0.923801,"about_ca_system_score_codex":0.007605773,"about_ca_system_score_gemma":0.029103676,"threshold_uncertainty_score":0.058589518},"labels":[],"label_agreement":null}]}