{"id":"W3217002698","doi":"10.1109/swc50871.2021.00068","title":"Smart City Transportation Data Analytics with Conceptual Models and Knowledge Graphs","year":2021,"lang":"en","type":"article","venue":"","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Big data; Computer science; Data science; Smart city; Analytics; Timestamp; Conceptual model; Data modeling; Data analysis; Knowledge graph; Data mining; World Wide Web; Computer security; Database; Information retrieval; Internet of Things","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003041219,0.001173719,0.0008178019,0.005865516,0.0009189087,0.006057912,0.002307636,0.001471533,0.002587978],"category_scores_gemma":[0.01737672,0.0009924802,0.002642906,0.007510695,0.00186301,0.01023164,0.004258202,0.002725049,0.0009548786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00257335,"about_ca_system_score_gemma":0.002487779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01974813,"about_ca_topic_score_gemma":0.02235126,"domain_scores_codex":[0.9963031,0.00150992,0.0003134646,0.0007244115,0.000990343,0.0001588599],"domain_scores_gemma":[0.9911149,0.004981081,0.0008859813,0.001756783,0.0009913907,0.0002698534],"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":[0.00007619755,0.0001877656,0.003807875,0.0003929497,0.0003144638,0.0003593115,0.0007272469,0.4267735,0.0008796693,0.4555509,0.009624356,0.1013057],"study_design_scores_gemma":[0.00001242818,0.00001917112,0.0003729162,0.00009810843,0.00004649809,0.00008083451,0.0002529245,0.5139954,0.0003792073,0.4686587,0.01605805,0.00002574459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005297197,0.0004978008,0.9865292,0.001631312,0.00005053346,0.0001130837,0.001866985,0.000725842,0.00328804],"genre_scores_gemma":[0.2257609,0.002034573,0.7623478,0.0007549798,0.0001168287,0.0004142945,0.006495875,0.0001916279,0.001883121],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01974813,"threshold_uncertainty_score":0.03926635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004552496346959,"score_gpt":0.2771431816463805,"score_spread":0.1766879320116846,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}