{"id":"W4410162348","doi":"10.18280/ijsdp.200426","title":"Retrofitting Mechanisms of Valuable Heritage Buildings: Al-Kifl Shrine as a Case Study","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Archaeology and Historical Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrofitting; Architectural engineering; Cultural heritage; Industrial heritage; World heritage; Environmental planning; Civil engineering; Engineering; Geography; Environmental resource management; Environmental science; Archaeology; Cultural heritage management; Tourism","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":[],"consensus_categories":[],"category_scores_codex":[0.0006805487,0.0001040013,0.0002379299,0.0003543242,0.0004368197,0.00005030364,0.0001598969,0.00002478068,0.0001122155],"category_scores_gemma":[0.0001856311,0.00008802579,0.00003902467,0.00005123641,0.00008803002,0.0002124694,0.0002047914,0.0001701788,6.86587e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001213016,"about_ca_system_score_gemma":0.0001329085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003402287,"about_ca_topic_score_gemma":0.0000457362,"domain_scores_codex":[0.9989826,0.00003210116,0.0004676965,0.0001054527,0.000248173,0.0001639487],"domain_scores_gemma":[0.998727,0.0001410121,0.0002717857,0.00003541816,0.0007907338,0.00003408831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000532375,0.0003527616,0.02713399,0.0001297686,0.001822879,0.04265849,0.4849984,0.00008926355,0.00004553973,0.4317906,0.003552803,0.006893116],"study_design_scores_gemma":[0.001062141,0.000280828,0.0008436422,0.0002053788,0.00005827873,0.0004771169,0.8311025,0.00002053831,0.0002343761,0.01416911,0.1514,0.0001461249],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855506,0.000890232,0.0013352,0.0005063299,0.0006235098,0.0001058423,8.31631e-7,0.000009744402,0.01097768],"genre_scores_gemma":[0.9899828,0.00001646773,0.001450956,0.000212463,0.0001003349,0.000004758891,9.871349e-7,0.000005046862,0.008226212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4176216,"threshold_uncertainty_score":0.3589588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239431385379637,"score_gpt":0.2804426787688017,"score_spread":0.2580483649150054,"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."}}