{"id":"W4388895620","doi":"10.2139/ssrn.4617827","title":"Recipient-Dependent Last-Mile Delivery Routing with Autonomous Vehicle Applications","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Last mile (transportation); Mile; Vehicle routing problem; Routing (electronic design automation); Computer science; Transport engineering; Engineering; Business; Computer network; Geography","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":[0.0004272748,0.0001081374,0.00009529306,0.0001501636,0.0002116621,0.00003952659,0.00013644,0.00004524878,0.00002513386],"category_scores_gemma":[0.000004650559,0.000104059,0.00004201268,0.0005885647,0.00001962573,0.0001497354,0.000006520173,0.0008032002,0.000145456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004670424,"about_ca_system_score_gemma":0.0004445335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001038083,"about_ca_topic_score_gemma":0.001273624,"domain_scores_codex":[0.9984332,0.0000108111,0.0002468106,0.0001257247,0.0001702879,0.001013148],"domain_scores_gemma":[0.9996455,0.00002557587,0.00004356011,0.0001428304,0.00008294565,0.00005958978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006734105,0.000232773,0.02854922,0.0000641493,0.001018585,0.00002570211,0.002171591,0.3297658,0.02779979,0.3932372,0.0007906904,0.2162771],"study_design_scores_gemma":[0.01812809,0.002429113,0.2397191,0.0004155246,0.001099579,0.002582135,0.0685317,0.2209894,0.01100686,0.195269,0.2335558,0.006273618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9049116,0.0002295716,0.09166997,0.0003132713,0.0001465732,0.0002715525,0.00001858569,0.0008216401,0.001617221],"genre_scores_gemma":[0.9984145,0.0004801266,0.0001546023,0.00002885015,0.0001051017,0.00006454763,0.00004278412,0.00003232197,0.000677217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2327651,"threshold_uncertainty_score":0.4243403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006443139001538142,"score_gpt":0.2065106469300038,"score_spread":0.2000675079284657,"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."}}