{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001305369,0.00007702648,0.00009427634,0.00003987891,0.00005716659,0.0001671103,0.0004853944,0.00001721762,0.00002012961],"category_scores_gemma":[0.000003158043,0.00006203271,0.0000108874,0.0003627639,0.00006078022,0.001675797,0.0001806747,0.00004667038,0.000003793881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003285119,"about_ca_system_score_gemma":0.0000475492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003546324,"about_ca_topic_score_gemma":0.0006543978,"domain_scores_codex":[0.9992281,0.00001699587,0.0001066057,0.0003961787,0.0001330704,0.0001191142],"domain_scores_gemma":[0.9991397,0.00002300177,0.00002501466,0.0006939574,0.00006368283,0.00005464565],"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":[0.000002955212,0.00009016983,0.002462183,0.00001650771,0.00005955677,0.00004838365,0.0006093256,0.0001021237,0.000009753689,0.9683735,0.005113116,0.02311237],"study_design_scores_gemma":[0.0005247857,0.00004152633,0.005733307,0.00001321332,0.00003965144,0.000003553994,0.0002798444,0.9763441,0.0001539937,0.009183174,0.007474079,0.0002087409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008176751,0.0001883563,0.9849254,0.0002884074,0.00006547853,0.00005823799,0.00004756401,0.00007696181,0.006172814],"genre_scores_gemma":[0.817206,0.0001854822,0.1786491,0.0002980428,0.00002436565,0.000002910434,0.0007561049,0.00000687727,0.002871158],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.976242,"threshold_uncertainty_score":0.2529621,"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."}}