{"id":"W4413942631","doi":"10.1016/j.jtrangeo.2025.104398","title":"Exploring equity implications of online grocery, online restaurant delivery and e-shopping service usage in a suburban context","year":2025,"lang":"en","type":"article","venue":"Journal of Transport Geography","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; The Scarborough Hospital","funders":"Social Sciences and Humanities Research Council; University of Toronto Scarborough; Social Sciences and Humanities Research Council of Canada","keywords":"Grocery shopping; Advertising; Business; Context (archaeology); Equity (law); Marketing; Service (business); Food delivery; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003907408,0.0001786545,0.0004761702,0.001295031,0.0001012786,0.00003532722,0.0002779499,0.00004328189,0.00001041704],"category_scores_gemma":[0.00002207557,0.0001683226,0.0001971688,0.001469712,0.00008535742,0.0009733826,0.00009350657,0.0002717257,2.719685e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001982518,"about_ca_system_score_gemma":0.00004619889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001783346,"about_ca_topic_score_gemma":0.01968019,"domain_scores_codex":[0.9984852,0.000009635009,0.0008682077,0.0001835366,0.0002246539,0.0002287354],"domain_scores_gemma":[0.9987775,0.00005964201,0.0004456132,0.0001761798,0.0005206838,0.00002034751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001145165,0.0002855399,0.944305,0.0003925848,0.000105808,0.00002589923,0.0001044397,0.000009711355,0.001240955,0.0001552821,0.000009584122,0.05325069],"study_design_scores_gemma":[0.001018729,0.00001448412,0.9939067,0.0006987397,0.0003605602,0.000004619845,0.001347323,0.0000323079,0.00001747601,0.000121776,0.002341472,0.0001358626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938348,0.002527362,0.00008813457,0.003033319,0.0001528276,0.0001659564,0.00003211739,0.00001840114,0.0001470782],"genre_scores_gemma":[0.9981686,0.001166078,0.000212499,0.0003573889,0.00005440672,0.000006393284,0.00001887389,0.00001215899,0.000003640733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05311483,"threshold_uncertainty_score":0.9982081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003213362669246,"score_gpt":0.2942067550720847,"score_spread":0.1938854188051601,"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."}}