{"id":"W4408217803","doi":"10.3390/heritage8030096","title":"The Heritage Sustainability Index: A Tool to Benchmark Corporate Safeguard Policies and Practices for the Protection of Cultural Heritage","year":2025,"lang":"en","type":"article","venue":"Heritage","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada); University of British Columbia","funders":"","keywords":"Safeguard; Index (typography); Cultural heritage; Sustainability; Benchmark (surveying); Business; Environmental resource management; Environmental planning; Political science; Geography; Environmental science; Computer science; International trade; Law; Ecology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008167285,0.000215223,0.0002219983,0.0000537419,0.001406611,0.0008070282,0.0003203656,0.00005957187,0.00008205161],"category_scores_gemma":[0.0007509508,0.0001224745,0.0001082415,0.0001820403,0.0003939034,0.0006977914,0.0002068697,0.0001686612,0.000002207777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007241271,"about_ca_system_score_gemma":0.00004439375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002524253,"about_ca_topic_score_gemma":0.01261134,"domain_scores_codex":[0.9986628,0.0001255982,0.0004103118,0.0002845384,0.0002042847,0.0003124656],"domain_scores_gemma":[0.998208,0.0004115723,0.0004313428,0.0003781829,0.0005363828,0.00003454933],"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":[0.00198174,0.0002004667,0.005422811,0.002040677,0.0004607289,0.000004151427,0.08663183,0.00008818593,0.001682059,0.8020495,0.03263571,0.06680209],"study_design_scores_gemma":[0.0004463961,0.0002200217,0.01381871,0.0000579786,0.00007685395,7.805525e-7,0.1201447,0.0006411047,0.0001224504,0.01103302,0.8532106,0.0002274161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391625,0.001402522,0.000414725,0.02965724,0.0007926713,0.006358973,0.00008929006,0.0001495331,0.02197252],"genre_scores_gemma":[0.9623941,0.00008408073,0.00008314545,0.0004119399,0.0002456388,0.0007158516,0.00001464386,0.0000141828,0.03603646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8205748,"threshold_uncertainty_score":0.9998934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08855111834092398,"score_gpt":0.29978743361016,"score_spread":0.211236315269236,"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."}}