{"id":"W4410037838","doi":"10.3390/buildings15091528","title":"“True” Accessibility Barriers of Heritage Buildings","year":2025,"lang":"en","type":"article","venue":"Buildings","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Accessibility Standards Canada; McMaster University","keywords":"Architectural engineering; Construction engineering; Engineering; Forensic engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002642194,0.0001291293,0.0001876779,0.0001025945,0.0002374265,0.0001811491,0.0003208515,0.00004130568,0.002937072],"category_scores_gemma":[0.0001160008,0.0001108187,0.0001006328,0.0001206981,0.0001793707,0.0005383476,0.0001548541,0.00009154731,0.000009913701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003149614,"about_ca_system_score_gemma":0.00002205876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006407364,"about_ca_topic_score_gemma":0.0002503184,"domain_scores_codex":[0.9991145,0.00002532528,0.0002941648,0.000233905,0.0001529572,0.0001792093],"domain_scores_gemma":[0.9994376,0.00004725243,0.0001069794,0.0002338892,0.0001327834,0.00004147503],"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":[0.00005984386,0.0000328313,0.01370763,0.0003123851,0.00006856272,0.000001376414,0.008558675,0.00000340998,0.003275161,0.9227576,0.04423524,0.006987268],"study_design_scores_gemma":[0.0003431467,0.00003235565,0.002678213,0.00009805891,0.0000447142,8.495034e-8,0.003779481,0.00009985769,0.002916246,0.01592555,0.9739077,0.0001745726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7790924,0.0001712558,0.0001031259,0.0007531303,0.000416676,0.0002111216,0.00001179497,0.0001008382,0.2191397],"genre_scores_gemma":[0.969312,0.00001419223,0.0003615913,0.0004767552,0.0001138837,0.00001575705,0.000009992562,0.00000831327,0.02968757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9296725,"threshold_uncertainty_score":0.9979744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04490495495412021,"score_gpt":0.2622726585623704,"score_spread":0.2173677036082502,"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."}}