{"id":"W4406044125","doi":"10.26437/ajar.v11i1.833","title":"The Role of Design in Reviving Architectural Styles and Protecting Cultural Heritage","year":2025,"lang":"en","type":"article","venue":"African Journal Of Applied Research","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cultural heritage; Originality; Cultural heritage management; Architecture; Adaptive reuse; Urbanism; Value (mathematics); Cultural identity; Sustainability; Sociology; Architectural engineering; Archaeology; History; Engineering; Social science; Qualitative research; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002353506,0.00009172494,0.0002076348,0.0001881514,0.0006686188,0.0001861756,0.0003299101,0.00002400469,0.00001904807],"category_scores_gemma":[0.0002421688,0.0000458896,0.00004988564,0.0001802883,0.0007593572,0.00008925282,0.0001017951,0.0007849546,7.57928e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002702424,"about_ca_system_score_gemma":0.00007485766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000901172,"about_ca_topic_score_gemma":0.0003141341,"domain_scores_codex":[0.9985921,0.0002907849,0.0003910263,0.0001043577,0.0003396053,0.0002821543],"domain_scores_gemma":[0.9985023,0.0009684184,0.000152715,0.00009020693,0.0002435838,0.00004282284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001126102,0.00006438405,0.0005142704,0.0001514337,0.0001774674,0.00001613376,0.2572036,0.0003482411,0.0532326,0.3114164,0.0003658126,0.3753836],"study_design_scores_gemma":[0.0006489258,0.0005759419,0.001221062,0.000667748,0.00002463162,0.00003515297,0.7837647,0.0001550392,0.01935084,0.1471385,0.0461968,0.0002207346],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283316,0.003588917,0.00002092022,0.001158333,0.00003620103,0.0004198657,0.000001238806,0.000006736615,0.06643616],"genre_scores_gemma":[0.9991602,0.0000806162,0.0003010086,0.00001937805,0.0001217942,0.00001598293,9.633696e-8,0.00000490539,0.000295975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5265611,"threshold_uncertainty_score":0.5142543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05125058843183188,"score_gpt":0.3093636064059211,"score_spread":0.2581130179740893,"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."}}