{"id":"W4387951118","doi":"10.1109/ccece58730.2023.10288662","title":"Significance of major transportation hubs in the prediction of COVID-19 in Canada","year":2023,"lang":"en","type":"article","venue":"","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Computer science; Transport engineering; Regional science; Geography; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001135725,0.0004360217,0.0004101277,0.00110021,0.0009226851,0.001414118,0.000644499,0.0003270578,0.002382368],"category_scores_gemma":[0.00457629,0.0002190246,0.0009031219,0.001598717,0.0004400381,0.0005193601,0.0009642627,0.001089485,0.0002521769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00675892,"about_ca_system_score_gemma":0.01389806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9779155,"about_ca_topic_score_gemma":0.9760787,"domain_scores_codex":[0.9995728,0.00006870899,0.00002455752,0.0001042498,0.00007575437,0.000153901],"domain_scores_gemma":[0.997698,0.0005306478,0.0003004062,0.0001017741,0.0009610357,0.0004081937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009755373,0.00002537801,0.9809653,0.00002277611,0.00008768126,0.0001031556,0.0001449511,0.01066395,0.0001464311,0.0004121029,0.001492882,0.005837807],"study_design_scores_gemma":[0.00001263632,0.00001972639,0.9147188,0.00006654744,0.00007001495,0.00004011781,0.001171152,0.08133801,0.0002977104,0.0003413557,0.001897532,0.00002637159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896669,0.0005982993,0.001578914,0.0008545234,0.00004448831,0.00002744193,0.004576853,0.00006424898,0.002588338],"genre_scores_gemma":[0.996371,0.0002336458,0.0005402421,0.00002962004,0.000005791432,0.000005833433,0.001910143,0.00000873305,0.0008950241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02208453,"threshold_uncertainty_score":0.0490396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2240288008533775,"score_gpt":0.3885184620923536,"score_spread":0.1644896612389762,"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."}}