{"id":"W4312952224","doi":"10.1063/5.0119483","title":"COVID-19 and impacts of the evolving city models on mobility","year":2022,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Smart city; Public transport; Business; Coronavirus disease 2019 (COVID-19); Citizen journalism; Social distance; Relocation; Urban planning; Service (business); Business model; Computer science; Environmental economics; Transport engineering; Environmental planning; Computer security; Marketing; Engineering; Internet of Things; Geography; Economics; Civil 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001765897,0.0001005744,0.0001265376,0.00004760615,0.0001734276,0.00003060265,0.0002568917,0.00004068553,0.00009973464],"category_scores_gemma":[0.000247498,0.00007986338,0.00003099073,0.0001688045,0.0001081521,0.000130098,0.0002578546,0.0002435579,2.905967e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001306329,"about_ca_system_score_gemma":0.00006282492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001218517,"about_ca_topic_score_gemma":0.000006858331,"domain_scores_codex":[0.9993892,0.000003707461,0.0001243191,0.0001452072,0.0001693636,0.0001682154],"domain_scores_gemma":[0.9996852,0.00004495405,0.00004035567,0.0001178795,0.00004975395,0.00006181486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001126295,0.0002198599,0.5617331,0.001922971,0.0001793575,0.000003960972,0.02802324,0.009779406,0.05514074,0.3173884,0.01951263,0.005983663],"study_design_scores_gemma":[0.0007201983,0.0003901227,0.04961313,0.00008788181,0.00003656228,0.00003130859,0.01530389,0.752708,0.01254212,0.1651535,0.002847079,0.0005663018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945274,0.0001154412,0.0005759968,0.000583616,0.00008332156,0.0001808252,0.00001934462,0.0002788295,0.003635234],"genre_scores_gemma":[0.9996392,0.00004705261,0.00006061305,0.0001657673,0.000007943126,0.0000489298,4.825321e-7,0.00000884328,0.00002113274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7429286,"threshold_uncertainty_score":0.3256734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574393383234106,"score_gpt":0.2391914448066927,"score_spread":0.2034475109743517,"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."}}