{"id":"W4416565024","doi":"10.52783/tangence.22","title":"Heritage Conservation and Sustainable Development: A Legal Perspective","year":2025,"lang":"","type":"article","venue":"Tangence","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cultural heritage; Cultural heritage management; Safeguarding; Industrial heritage; Urbanization; Harmony (color); Urban planning; Vitality","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003217123,0.0002222283,0.000190826,0.0001366548,0.001344531,0.0009897006,0.0001717327,0.00006573458,0.001483982],"category_scores_gemma":[0.00007809609,0.0002204641,0.00003777951,0.0002139583,0.000264356,0.001194943,0.0002874619,0.0001499787,0.00003379254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000204304,"about_ca_system_score_gemma":0.0001270636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005612463,"about_ca_topic_score_gemma":0.005056742,"domain_scores_codex":[0.9986913,0.00006695585,0.0002922971,0.0003759043,0.000170622,0.0004028928],"domain_scores_gemma":[0.99914,0.00005785955,0.00009629568,0.0001669999,0.0004938844,0.00004496874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006487981,0.00004349105,0.0009862549,0.0004246764,0.000089846,0.00002666404,0.03716763,0.000001257979,0.00002966673,0.9473478,0.01153302,0.002284837],"study_design_scores_gemma":[0.0003075763,0.00004415607,0.006907998,0.0001452268,0.00006115128,6.123943e-7,0.161422,0.0003854137,0.00009084714,0.007185599,0.8231989,0.0002505867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1724115,0.009688617,0.0003006836,0.005405141,0.0004186056,0.0009275553,0.000009517289,0.0001007328,0.8107376],"genre_scores_gemma":[0.6345112,0.0001642359,0.0001378169,0.0007113334,0.00009882494,0.00003795094,0.00001209754,0.000007317686,0.3643193],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9401622,"threshold_uncertainty_score":0.9999556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137244771642919,"score_gpt":0.2484947015667176,"score_spread":0.2071222538502884,"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."}}