{"id":"W4410773014","doi":"10.3390/heritage8060190","title":"Contextual Sensitivity Analysis for Urban Industrial Heritage Quarter Regeneration: Shanghai as a Pilot Case Study","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":"","funders":"","keywords":"Quarter (Canadian coin); Urban regeneration; Regeneration (biology); Sensitivity (control systems); Environmental planning; Geography; Engineering; Architectural engineering; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001779106,0.000603025,0.0004577039,0.001926225,0.001083105,0.0009401543,0.0008266955,0.0005395835,0.002498206],"category_scores_gemma":[0.002625831,0.000247723,0.0009458709,0.003443954,0.00121339,0.000519003,0.001176809,0.0004399547,0.0001405139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003314867,"about_ca_system_score_gemma":0.001794916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06066436,"about_ca_topic_score_gemma":0.09668424,"domain_scores_codex":[0.9988143,0.0006397775,0.0000427767,0.0001159715,0.0001887261,0.000198431],"domain_scores_gemma":[0.9981146,0.0009601822,0.0001928825,0.0002565565,0.0003398562,0.000135952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001458079,0.002320757,0.5564863,0.001683886,0.0006709903,0.02496527,0.02862858,0.2232585,0.01272521,0.01725339,0.004390951,0.1261581],"study_design_scores_gemma":[0.0001089415,0.001656305,0.6300735,0.0003278357,0.0005746442,0.00181223,0.1033049,0.2256117,0.01188239,0.007711201,0.01669165,0.0002444808],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938061,0.00007972997,0.003654157,0.00008134168,0.000004590183,0.0001106234,0.000270858,0.00003268288,0.001959884],"genre_scores_gemma":[0.99436,0.0001217357,0.004493566,0.00001700967,0.000003312555,0.00007754221,0.0001946773,0.000009843965,0.0007222593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06066436,"threshold_uncertainty_score":0.1206225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1561297060851451,"score_gpt":0.2891401399773992,"score_spread":0.1330104338922541,"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."}}