{"id":"W4289812835","doi":"10.54691/bcpbm.v23i.1364","title":"Geographical Factors Affecting Grubhub’s Business amid COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"BCP Business & Management","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Popularity; Pandemic; Geography; Regression analysis; Coronavirus disease 2019 (COVID-19); Marketing; Business; Computer science; Political science; Medicine","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001091555,0.0007366625,0.0006974906,0.001461371,0.002346885,0.0004356235,0.00111324,0.00009085755,0.001593431],"category_scores_gemma":[0.0002799061,0.0007423889,0.0002591142,0.005276599,0.0002371603,0.0009150715,0.003944315,0.0004851894,0.0001790971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004706813,"about_ca_system_score_gemma":0.00006611281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003985299,"about_ca_topic_score_gemma":0.000838979,"domain_scores_codex":[0.9956066,0.00007913049,0.0007217732,0.001216973,0.001318922,0.001056589],"domain_scores_gemma":[0.9979994,0.000134934,0.000538401,0.0009009957,0.000349496,0.00007676342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001101501,0.0004399278,0.8217018,0.001115815,0.0002714039,0.0002865162,0.0001327722,0.0007774049,0.00007181591,0.00139769,0.001959882,0.1717348],"study_design_scores_gemma":[0.001160929,0.000002202189,0.8034757,0.0000308085,0.000488075,0.00001616231,0.002028344,0.0000914165,6.547904e-7,0.0003066537,0.1916354,0.000763619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894754,0.0005520429,0.0005189022,0.002162149,0.002208422,0.001498295,0.00002294629,0.001362926,0.00219895],"genre_scores_gemma":[0.9962273,0.0001087865,0.00009471134,0.001293661,0.0003092515,0.0004916656,0.0002340809,0.0001348371,0.001105688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1896755,"threshold_uncertainty_score":0.9995027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05389647317577653,"score_gpt":0.2758255630468993,"score_spread":0.2219290898711227,"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."}}