{"id":"W4415462430","doi":"10.3390/buildings15213820","title":"Adaptive Urban Heat Mitigation Through Ensemble Learning: Socio-Spatial Modeling and Intervention Analysis","year":2025,"lang":"en","type":"article","venue":"Buildings","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban heat island; Representative Concentration Pathways; Sustainability; Vegetation (pathology); Climate change; Equity (law); Baseline (sea); Psychological intervention; Psychological resilience","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":[0.001462426,0.0006581324,0.000906247,0.0005431726,0.0003910435,0.0008863651,0.001221824,0.001049875,0.001777138],"category_scores_gemma":[0.003667219,0.000336348,0.001087027,0.000599505,0.0004745081,0.0006823783,0.001111895,0.001252544,0.0001631362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106135,"about_ca_system_score_gemma":0.001244364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04334055,"about_ca_topic_score_gemma":0.02772708,"domain_scores_codex":[0.9995777,0.0002172308,0.00001286973,0.00008870439,0.00003777541,0.00006572629],"domain_scores_gemma":[0.9986342,0.0009753783,0.0001125979,0.00008098267,0.0001344923,0.00006231426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001981736,0.00003291342,0.004205156,0.00001863056,0.00005028125,0.00002324597,0.00002456228,0.9873957,0.00009247052,0.001591245,0.0004216537,0.006124252],"study_design_scores_gemma":[0.000001931767,0.000005721062,0.0002985846,0.000002787098,0.000004957904,0.000001715898,0.000007902854,0.9986188,0.00001615997,0.0009479104,0.00009131561,0.000002179483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4258249,0.001061029,0.56358,0.001892381,0.0001782319,0.0001805097,0.001573412,0.0005527251,0.005156946],"genre_scores_gemma":[0.9667146,0.0003326256,0.03044481,0.0001778413,0.00006238263,0.0002073842,0.0006159635,0.00003816189,0.001406324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04334055,"threshold_uncertainty_score":0.08617657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009524570030310379,"score_gpt":0.2394075391400724,"score_spread":0.229882969109762,"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."}}