{"id":"W4412044108","doi":"10.1038/s40494-025-01770-3","title":"Construction of architectural heritage corridors in the Hubei section of the Tea Road","year":2025,"lang":"en","type":"article","venue":"npj Heritage Science","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Section (typography); Architectural engineering; Geography; Transport engineering; Civil engineering; Engineering; Business; Advertising","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":[0.0003840045,0.00007312022,0.0001205129,0.000141588,0.00008629379,0.00002234109,0.0004167564,0.00003151363,0.00001813146],"category_scores_gemma":[0.00007457178,0.00004521138,0.00006414176,0.001734205,0.000503089,0.0001030234,0.00003341329,0.0001488712,7.047319e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004338105,"about_ca_system_score_gemma":0.00004416078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004133255,"about_ca_topic_score_gemma":0.000566608,"domain_scores_codex":[0.9992275,0.00004892744,0.0002080832,0.000121873,0.0002544017,0.0001392633],"domain_scores_gemma":[0.9996127,0.00003641551,0.00004136555,0.0002552524,0.00003993939,0.00001436326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002753241,0.00006949044,0.05895298,0.000187707,0.00004255044,0.000003102378,0.007989887,0.05300518,0.8086236,0.00204469,0.00027783,0.06877551],"study_design_scores_gemma":[0.0005969662,0.0001096518,0.5463991,0.0002426691,0.00007631641,0.00002751285,0.007813562,0.2999662,0.1421407,0.001750151,0.0005302862,0.0003469463],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911006,0.00008596254,0.001770502,0.00009899034,0.0004612699,0.0001272434,0.000003023465,0.00002437617,0.006328036],"genre_scores_gemma":[0.9994217,0.000005389399,0.0003901464,0.00002745647,0.00001768572,0.000005679246,2.643806e-7,0.000002959876,0.0001287531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6664829,"threshold_uncertainty_score":0.1853652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005097410636663796,"score_gpt":0.1974707261169555,"score_spread":0.1923733154802917,"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."}}