{"id":"W3134505195","doi":"10.3390/ijerph18052535","title":"Thermal Discomfort Levels, Building Design Concepts, and Some Heat Mitigation Strategies in Low-Income Communities of a South Asian City","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Higher Education Commision, Pakistan; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Heat stress; Thermal comfort; Sunlight; Environmental health; Geography; Heat index; Medicine; Socioeconomics; Ventilation (architecture); Environmental science; Demography; Meteorology; Animal science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002374233,0.0002673717,0.000157294,0.0004371502,0.001113937,0.0006122811,0.0001780761,0.0002111291,0.001484038],"category_scores_gemma":[0.0004380671,0.0001240044,0.0002380893,0.0006004291,0.0004528176,0.0002893288,0.0004665827,0.0002291846,0.0001297556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000558171,"about_ca_system_score_gemma":0.0004983672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01617661,"about_ca_topic_score_gemma":0.03604135,"domain_scores_codex":[0.9998608,0.00003650249,0.00001286883,0.00001478763,0.00002997943,0.00004504971],"domain_scores_gemma":[0.9997112,0.00003779292,0.0001126678,0.00001071177,0.00005607448,0.00007150488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001092644,0.0002317623,0.9686628,0.0001229617,0.00002831373,0.0006531969,0.01390765,0.0001856294,0.002872744,0.0001025161,0.000293519,0.0128297],"study_design_scores_gemma":[0.000003176221,0.0002348917,0.953401,0.00002735147,0.0000142082,0.0002500195,0.04500256,0.0001458034,0.0002575439,0.00004008892,0.0006139557,0.00000946887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996527,0.00002177859,0.00002196574,0.00001684271,7.844529e-7,0.000004315734,0.00002298598,5.804235e-7,0.000258036],"genre_scores_gemma":[0.9996867,0.00005710728,0.00007371775,0.00001247063,0.000001062523,0.000005269698,0.00003444832,3.154305e-7,0.0001287797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01617661,"threshold_uncertainty_score":0.03216493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1840543193999587,"score_gpt":0.4194400076809627,"score_spread":0.2353856882810041,"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."}}