{"id":"W3137651173","doi":"10.3390/ijgi10030177","title":"Spatio-Temporal Visual Analysis for Urban Traffic Characters Based on Video Surveillance Camera Data","year":2021,"lang":"en","type":"article","venue":"ISPRS International Journal of Geo-Information","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Visualization; Computer science; License; Computer vision; Artificial intelligence; Transport engineering; Data mining; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000218771,0.0004037024,0.0002273197,0.002976201,0.0001549094,0.0005516396,0.0002019803,0.0001834446,0.0009229581],"category_scores_gemma":[0.0006944424,0.0000960262,0.000281876,0.0012606,0.0001465939,0.0005062167,0.000295192,0.0002309923,0.0001964586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101562,"about_ca_system_score_gemma":0.0002361077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003793495,"about_ca_topic_score_gemma":0.004394931,"domain_scores_codex":[0.9998463,0.00002050064,0.000009756397,0.00003302581,0.00006493403,0.00002539792],"domain_scores_gemma":[0.9996533,0.00006043396,0.00005294369,0.00003034394,0.0001710935,0.00003179751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008374579,0.0002178251,0.06602132,0.0004985376,0.0001388026,0.00114579,0.001338854,0.04985672,0.1990811,0.003898831,0.00603834,0.6709265],"study_design_scores_gemma":[0.00002158263,0.0002772283,0.1342069,0.00006088469,0.0001214733,0.001003222,0.001823126,0.7690128,0.08405787,0.001721943,0.007601727,0.00009118884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6638761,0.0004066513,0.325899,0.0001667915,0.00007513344,0.0001097787,0.001784227,0.003070283,0.004611895],"genre_scores_gemma":[0.9403946,0.0002804927,0.05758562,0.000013589,0.00002103108,0.0000423694,0.0009154714,0.00006182415,0.0006848376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003793495,"threshold_uncertainty_score":0.007542849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517573714927571,"score_gpt":0.2913827755973978,"score_spread":0.2762070384481221,"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."}}