{"id":"W4368377618","doi":"10.1111/tgis.13056","title":"<scp>GIS</scp>‐enabled historiography to determine travel routes during the Western Han period via agent‐based models and least‐cost path analysis","year":2023,"lang":"en","type":"article","venue":"Transactions in GIS","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Historiography; Geography; Cartography; Path (computing); Period (music); Travel time; History; Computer science; Genealogy; Operations research; Archaeology; Engineering; Transport engineering; Art","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000454687,0.0003078883,0.0001916022,0.001099367,0.000224572,0.0009182081,0.0004188829,0.0002941955,0.004553813],"category_scores_gemma":[0.001891946,0.0002223129,0.0004244217,0.00123244,0.0002992332,0.0007670475,0.0004122093,0.0003377573,0.000382858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000944328,"about_ca_system_score_gemma":0.0009618628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06956314,"about_ca_topic_score_gemma":0.06859718,"domain_scores_codex":[0.9999135,0.00003841152,0.000005084835,0.00001883582,0.00001616019,0.000007955307],"domain_scores_gemma":[0.9994572,0.0003166387,0.00007526195,0.00004565525,0.00007703939,0.00002809548],"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":[0.00002551981,0.00002979581,0.01799476,0.00004682124,0.00004902848,0.00008133493,0.0002643737,0.9497091,0.0003124882,0.008270816,0.001366694,0.02184939],"study_design_scores_gemma":[0.000002470786,0.000006238453,0.001463886,0.000006575247,0.000005555436,0.000008523394,0.00008061191,0.9953068,0.0001070751,0.001939796,0.001067841,0.000004739135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6660358,0.0002896907,0.3108126,0.0008584361,0.00005138197,0.0001574569,0.004191315,0.001307864,0.01629552],"genre_scores_gemma":[0.9105924,0.0001536215,0.08566362,0.00002222959,0.00001088914,0.0000774285,0.0009832643,0.00007774193,0.002418882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06956314,"threshold_uncertainty_score":0.1383165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924107271758738,"score_gpt":0.2065444394262048,"score_spread":0.1873033667086174,"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."}}