{"id":"W4414519170","doi":"10.18280/ijsdp.200803","title":"From Decay to Delight: Space Syntax-Based Framework for Sustainable Adaptive Reuse for Iraq’s Heritage Urban Fabric","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reuse; Space (punctuation); Adaptive reuse; Sustainability; Sustainable development; Urban sustainability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001974782,0.0006549416,0.0002743139,0.003202845,0.002727815,0.006692018,0.001401072,0.0008645082,0.004032152],"category_scores_gemma":[0.002351158,0.0001977995,0.0006614623,0.00242853,0.01062472,0.005561171,0.003746477,0.00154245,0.0003946405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0047521,"about_ca_system_score_gemma":0.004655759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01869496,"about_ca_topic_score_gemma":0.02661531,"domain_scores_codex":[0.9992647,0.000391674,0.00003971314,0.00007943782,0.0001231899,0.0001013791],"domain_scores_gemma":[0.9993008,0.0002144561,0.00009662203,0.00008181467,0.0002189566,0.00008732179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000242087,0.00004582802,0.006137495,0.0001845735,0.00001427876,0.0006179429,0.03834256,0.005509527,0.001019355,0.9034376,0.003145568,0.04152098],"study_design_scores_gemma":[0.00001590262,0.0001076136,0.01578866,0.0008794386,0.00005632944,0.0009857435,0.2049761,0.03333862,0.001130955,0.5100632,0.2325664,0.00009084191],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2520471,0.002230909,0.478962,0.01580224,0.0002917351,0.0005969,0.0008667699,0.0006294211,0.2485729],"genre_scores_gemma":[0.8857195,0.0006193891,0.1060977,0.0003180085,0.00003219183,0.000233498,0.0002417591,0.00008970885,0.006648222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01869496,"threshold_uncertainty_score":0.03717232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04607740867441589,"score_gpt":0.2759080738850297,"score_spread":0.2298306652106138,"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."}}