{"id":"W4385377228","doi":"10.2139/ssrn.4525589","title":"Sustainable Hub Location Under Uncertainty","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Business; Computer science; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001749467,0.0006698489,0.00184851,0.001300209,0.0006832038,0.002257872,0.001306209,0.002262043,0.006516523],"category_scores_gemma":[0.009632924,0.0009638926,0.000914876,0.002470125,0.001473944,0.002699595,0.001715388,0.001424687,0.0006014187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00253876,"about_ca_system_score_gemma":0.001657707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005347056,"about_ca_topic_score_gemma":0.00338165,"domain_scores_codex":[0.9991145,0.0003488855,0.00002497071,0.0002074288,0.0001407952,0.0001633918],"domain_scores_gemma":[0.994702,0.003953377,0.0005001267,0.0002172703,0.00042049,0.0002066441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006584719,0.00001451073,0.0006162563,0.00007317879,0.00004929328,0.00008332562,0.00004703392,0.8553177,0.0003057097,0.1352841,0.002379972,0.005763057],"study_design_scores_gemma":[0.00001115115,0.00002031711,0.0003654236,0.00001535132,0.00002035706,0.00003730934,0.00005024056,0.7708598,0.0001623907,0.227658,0.0007861576,0.00001347712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2129415,0.001673148,0.7346115,0.004693897,0.0001739483,0.00005723768,0.001575839,0.000387281,0.04388559],"genre_scores_gemma":[0.9742314,0.0007187289,0.01196144,0.0001202906,0.00009182628,0.00006128721,0.0002752101,0.0001060689,0.01243367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006516523,"threshold_uncertainty_score":0.02179992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981941601330757,"score_gpt":0.303008057023428,"score_spread":0.2831886410101204,"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."}}