{"id":"W4406749966","doi":"10.1016/j.techfore.2025.123989","title":"Reflection on faster and faster deliveries: Possible social changes arising from logistical immediacy","year":2025,"lang":"en","type":"article","venue":"Technological Forecasting and Social Change","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fanshawe College","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Immediacy; Reflection (computer programming); Computer science; Epistemology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001022377,0.0002196386,0.0002954701,0.0001344266,0.0003768664,0.00006877847,0.00008412207,0.0004956116,0.00001883988],"category_scores_gemma":[0.00004911409,0.0001922019,0.00004026071,0.0002041391,0.0004168917,0.0000544338,0.00005714269,0.0004322033,0.000003379139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005859747,"about_ca_system_score_gemma":0.000004143711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003952825,"about_ca_topic_score_gemma":0.00009335095,"domain_scores_codex":[0.9990633,0.00001944196,0.0001785552,0.0002847249,0.0001146762,0.0003392816],"domain_scores_gemma":[0.9997237,0.0001135373,0.00002937191,0.00006827106,0.00002688008,0.00003821738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002586309,0.0001866221,0.01172871,0.0005711382,0.0002720994,0.0001356323,0.01146916,0.00000908831,0.002521525,0.09923863,0.001215897,0.8723929],"study_design_scores_gemma":[0.01304326,0.004042081,0.3453413,0.002790807,0.002040617,0.00008554674,0.02651934,0.1584325,0.01353475,0.3275687,0.09758739,0.00901363],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748477,0.0007025658,0.01467526,0.001848887,0.0004252774,0.0002796688,0.0001130668,0.001214679,0.00589292],"genre_scores_gemma":[0.9984696,0.0001216755,0.0005385072,0.0003045247,0.0004090431,0.00003704501,0.0000343123,0.00001854551,0.00006673273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8633792,"threshold_uncertainty_score":0.7837768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375958818213016,"score_gpt":0.2677602390085877,"score_spread":0.1301643571872861,"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."}}