{"id":"W3198725330","doi":"10.3390/su13179967","title":"Review of White Roofing Materials and Emerging Economies with Focus on Energy Performance Cost-Benefit, Maintenance, and Consumer Indifference","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Architectural engineering; Facade; Roof; Urban heat island; Civil engineering; Engineering; Geography","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":[0.0007386129,0.0007879869,0.001038053,0.003538658,0.0003348291,0.001442183,0.0007292198,0.0009827553,0.00636386],"category_scores_gemma":[0.001444792,0.0003421347,0.0007739275,0.004620797,0.0004616281,0.001911898,0.000590351,0.0008457844,0.001023816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007407124,"about_ca_system_score_gemma":0.001809628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614541,"about_ca_topic_score_gemma":0.003930834,"domain_scores_codex":[0.9995486,0.00009911826,0.000082697,0.00007335217,0.0001633103,0.00003280913],"domain_scores_gemma":[0.999032,0.0005371236,0.0001779678,0.00002077035,0.0001969817,0.00003519724],"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":[0.0001066854,0.0001172813,0.0008165669,0.07652573,0.0002070172,0.0003785397,0.0003389461,0.0006171246,0.001405822,0.01508196,0.06870043,0.8357038],"study_design_scores_gemma":[0.000006154136,0.00009859953,0.002813715,0.01688018,0.0001898534,0.0007403312,0.0002417584,0.0001001549,0.0003240887,0.002261495,0.9763213,0.00002238028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002751542,0.9969333,0.0001169438,0.0004046873,0.0002333113,0.000005045526,0.00003151364,0.000003861653,0.001996193],"genre_scores_gemma":[0.001598759,0.9970566,0.0001850467,0.0002786647,0.0002474502,0.000004968006,0.00003414052,0.000001886671,0.0005925157],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00636386,"threshold_uncertainty_score":0.02128929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005440556154396051,"score_gpt":0.206736753748683,"score_spread":0.201296197594287,"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."}}