{"id":"W4386640866","doi":"10.1016/j.trip.2023.100917","title":"The impact of COVID-19 on Canadian restaurant operations and the likelihood of pivoting off-dining options post-COVID-19","year":2023,"lang":"en","type":"article","venue":"Transportation Research Interdisciplinary Perspectives","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Premise; Pandemic; Coronavirus disease 2019 (COVID-19); Business; Empirical evidence; Marketing; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Advertising; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004833067,0.0001804275,0.000368448,0.001221196,0.001677993,0.0001123098,0.0004579744,0.00009219816,0.0002033806],"category_scores_gemma":[0.003752505,0.000129692,0.0002388597,0.001355712,0.001088177,0.0002590137,0.00006730204,0.000492832,0.0000320838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072186,"about_ca_system_score_gemma":0.001708047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1710923,"about_ca_topic_score_gemma":0.2035229,"domain_scores_codex":[0.9977303,0.0002473368,0.0007623057,0.0004693607,0.0001995876,0.0005911405],"domain_scores_gemma":[0.9959185,0.002563785,0.0002075082,0.0004708714,0.0002858744,0.0005534989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001489616,0.0001744726,0.03267287,0.0001972376,0.0004609845,0.0000378894,0.4466706,0.07744946,0.0004329728,0.4369502,0.002927669,0.0005360339],"study_design_scores_gemma":[0.003394939,0.001102963,0.6195626,0.0001117408,0.00002432013,0.000006923201,0.2795326,0.02809594,0.00003309208,0.06688467,0.0008851225,0.0003651484],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9352053,0.001304213,0.0004547056,0.05886628,0.00007892388,0.0009576349,0.001479102,0.00004992428,0.001603889],"genre_scores_gemma":[0.9984182,0.0008870469,0.00004086902,0.000118895,0.00004700333,0.0001050091,0.00007796696,0.000027339,0.0002777311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5868897,"threshold_uncertainty_score":0.9996217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000885706138664,"score_gpt":0.4186464021300598,"score_spread":0.3185578315161934,"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."}}