{"id":"W4402951572","doi":"10.18280/ijsdp.190912","title":"A Cultural Route Recommendation Based on Optimization Techniques in Urban Spaces","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Korean Urban and Social Studies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Environmental planning; Mathematical optimization; Geography; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003233822,0.0007484868,0.000701789,0.001062471,0.0005373632,0.0009166949,0.000788119,0.0007421163,0.002387602],"category_scores_gemma":[0.001030187,0.0003973445,0.0009931296,0.001551266,0.0002065891,0.0008204104,0.0004145178,0.0005402605,0.0006022998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005615234,"about_ca_system_score_gemma":0.0008654366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01941301,"about_ca_topic_score_gemma":0.02443372,"domain_scores_codex":[0.999712,0.00006859049,0.00001396816,0.00009304407,0.00007727569,0.00003507351],"domain_scores_gemma":[0.999726,0.00009800752,0.00002609687,0.00003217948,0.00009887639,0.00001877596],"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":[0.0001516117,0.0001534281,0.002908128,0.0001986022,0.0001033351,0.0002102442,0.000184944,0.7599808,0.005810576,0.005673366,0.004532081,0.2200929],"study_design_scores_gemma":[0.000007353417,0.00003621941,0.0004224497,0.000006911006,0.00001958936,0.00003956291,0.00004253942,0.9960116,0.0008999917,0.0008752935,0.001629589,0.000008884704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07280044,0.00065279,0.9160744,0.000278362,0.00008088969,0.0001532577,0.0003271772,0.001202789,0.008429852],"genre_scores_gemma":[0.5052351,0.0007642423,0.4854335,0.00008478727,0.00003724566,0.0001611003,0.0006485319,0.000165465,0.007470066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01941301,"threshold_uncertainty_score":0.03859997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328109433393118,"score_gpt":0.263402952618269,"score_spread":0.2501218582843378,"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."}}