{"id":"W4416127479","doi":"10.31387/oscm0630494","title":"How Do Disruptions and Last-Mile Delivery Logistics Affect Shopping Behaviour?","year":2025,"lang":"","type":"article","venue":"Operations and Supply Chain Management An International Journal","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Affect (linguistics); Perspective (graphical); Supply chain; Clothing","routes":{"ca_aff":true,"ca_fund":true,"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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003638612,0.0003649734,0.0002778984,0.0006819243,0.0007845184,0.003334474,0.0003884184,0.0001408649,0.0002080982],"category_scores_gemma":[0.00002501168,0.0003766629,0.0001077875,0.0002019404,0.0002143525,0.0008742209,0.0001469998,0.0005128823,0.000003844804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000185199,"about_ca_system_score_gemma":0.00004508721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002542458,"about_ca_topic_score_gemma":0.0002901353,"domain_scores_codex":[0.9982741,0.00007669046,0.0005068827,0.0003975357,0.0003801308,0.0003646555],"domain_scores_gemma":[0.9991537,0.00006217726,0.00005796105,0.0002278634,0.0002756379,0.000222634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001004477,0.0007271228,0.2046013,0.0003034949,0.002833457,0.00117318,0.001619834,0.07989767,0.0003879828,0.6313388,0.004404651,0.07261204],"study_design_scores_gemma":[0.004255845,0.0003887248,0.2352557,0.001188424,0.001602952,0.0003321049,0.006816751,0.6996616,0.00003713293,0.002359898,0.04660815,0.001492816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1339002,0.003418498,0.8464276,0.003963191,0.004064606,0.0006725682,0.0004848878,0.00009482158,0.006973632],"genre_scores_gemma":[0.9654985,0.01834717,0.009975903,0.000217549,0.0005102941,0.0000296376,0.0002236623,0.00003200759,0.005165277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8364516,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171860475421147,"score_gpt":0.2458516952354262,"score_spread":0.2286656476933115,"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."}}