{"id":"W4366524979","doi":"10.1016/j.buildenv.2023.110334","title":"Urban microclimate and its impact on built environment – A review","year":2023,"lang":"en","type":"review","venue":"Building and Environment","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":220,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microclimate; Thermal comfort; Environmental science; Urbanization; Urban heat island; Meteorology; Built environment; Population; Architectural engineering; Civil engineering; Environmental resource management; Engineering; Geography; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005590221,0.0007586123,0.001290742,0.00009196402,0.0002094942,0.00004966609,0.0002489156,0.000248379,0.0009523585],"category_scores_gemma":[0.00002300661,0.000566347,0.0002937933,0.0001221778,0.0001439941,0.0001026578,0.0006032747,0.0003770124,0.003024021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006663944,"about_ca_system_score_gemma":0.00001114283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004876474,"about_ca_topic_score_gemma":0.000001096469,"domain_scores_codex":[0.9970261,0.0001719019,0.0006454214,0.001101491,0.0004654049,0.0005897046],"domain_scores_gemma":[0.9986879,0.0001585365,0.0003005889,0.0005249872,7.647586e-7,0.0003271928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009308758,0.0001415502,0.0003107035,0.018806,0.0002220421,0.00005785788,0.0001019183,0.0001002627,0.00009013266,0.00003288451,0.02707956,0.9530478],"study_design_scores_gemma":[0.0001622726,0.000171801,0.0004871273,0.0154688,0.0006512559,0.00007102435,0.000002673853,0.00003985625,0.000009454094,0.00003699826,0.9822688,0.0006299471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001278136,0.9966552,0.00001125175,0.00009928628,0.00006247911,0.001404491,0.0001205145,0.00006823923,0.0003003611],"genre_scores_gemma":[0.000102862,0.9975885,0.0001661325,0.0001506793,0.00008326223,0.0002835197,0.0000871781,0.0001168418,0.001421022],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9551892,"threshold_uncertainty_score":0.9999609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04247422943789107,"score_gpt":0.3136065089423813,"score_spread":0.2711322795044902,"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."}}