{"id":"W4414410140","doi":"10.3390/su17188435","title":"Improving the Thermal Environment of Abuja’s Affordable Housing Through Passive Design Solutions","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Systems, Applications & Products in Data Processing (Canada)","funders":"","keywords":"Government (linguistics); Affordable housing; Resilience (materials science); Passive solar building design; Thermal comfort; Abandonment (legal); Climate change; Efficient energy use; Building design","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003854592,0.0002857666,0.000175338,0.0001902068,0.0004940022,0.0009397827,0.0002796801,0.0002482871,0.00128276],"category_scores_gemma":[0.000300635,0.0001396391,0.0001754485,0.0001485063,0.0003527418,0.0004818522,0.0004474182,0.0002170549,0.0001854803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003293294,"about_ca_system_score_gemma":0.0004600057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558966,"about_ca_topic_score_gemma":0.006484825,"domain_scores_codex":[0.9998323,0.00007205766,0.00000680419,0.00001346874,0.0000452156,0.00003020448],"domain_scores_gemma":[0.9999191,0.00002212567,0.00001104441,0.00001337248,0.00002431384,0.00001009535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001173068,0.001188764,0.06054914,0.001964707,0.00009113461,0.003413046,0.009794469,0.1098982,0.3463127,0.0378812,0.003083201,0.4246504],"study_design_scores_gemma":[0.0002349585,0.007445756,0.1817863,0.001408348,0.0004664517,0.004473642,0.04558936,0.2755013,0.2648149,0.02021033,0.1978095,0.0002592515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613962,0.0005698036,0.02506365,0.0002136749,0.00003707155,0.00009101551,0.00005106213,0.00004054078,0.01253707],"genre_scores_gemma":[0.9793474,0.0002887298,0.01758063,0.00002426513,0.000003047004,0.00003957645,0.00002474421,0.00001091625,0.002680745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001558966,"threshold_uncertainty_score":0.004291236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00817337743543735,"score_gpt":0.2000051361368309,"score_spread":0.1918317587013936,"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."}}