{"id":"W4400652020","doi":"10.1287/ijoc.2023.0280","title":"A Model-Free Approach for Solving Choice-Based Competitive Facility Location Problems Using Simulation and Submodularity","year":2024,"lang":"en","type":"article","venue":"INFORMS journal on computing","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Facility location problem; Mathematical optimization; Operations research; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00316,0.001793699,0.002425273,0.00151217,0.0007611256,0.001578085,0.002624547,0.001857453,0.004274306],"category_scores_gemma":[0.01074424,0.001368284,0.002575373,0.001660043,0.001864986,0.001840294,0.002204647,0.002972365,0.0004279422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002317425,"about_ca_system_score_gemma":0.003152975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007410056,"about_ca_topic_score_gemma":0.007712868,"domain_scores_codex":[0.998082,0.001080083,0.00005653453,0.0002942245,0.000321229,0.0001659025],"domain_scores_gemma":[0.9913051,0.007294765,0.0004964461,0.000340714,0.0003444727,0.0002184661],"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":[0.00002083478,0.00003361738,0.0002054312,0.00003580627,0.00002430855,0.0000154392,0.00002178549,0.9817467,0.0001298895,0.01264299,0.000209243,0.004913981],"study_design_scores_gemma":[0.000006651575,0.00001103855,0.0000149272,0.000003822656,0.000002947507,0.000003840678,0.000003770842,0.9918457,0.0000512495,0.007896612,0.0001573868,0.000002137433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006449474,0.0001049476,0.9916412,0.0001888052,0.00001410996,0.00006388956,0.0000603957,0.0001354052,0.001341778],"genre_scores_gemma":[0.3963967,0.0003328072,0.5985777,0.0002781501,0.00007753575,0.0008397388,0.0004563243,0.0001561509,0.002884955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007410056,"threshold_uncertainty_score":0.01681417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05482827226882548,"score_gpt":0.2874064715621021,"score_spread":0.2325781992932766,"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."}}