{"id":"W4400918201","doi":"10.3390/buildings14082257","title":"State-of-the-Art Review: Effects of Using Cool Building Cladding Materials on Roofs","year":2024,"lang":"en","type":"article","venue":"Buildings","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Reflective surfaces; Roof; Building envelope; Environmental science; Cladding (metalworking); Urban heat island; Zero-energy building; Passive cooling; Moisture; Thermal insulation; Solar energy; Efficient energy use; Civil engineering; Architectural engineering; Meteorology; Thermal; Engineering; Materials science","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":[0.0009759626,0.0009249724,0.001921055,0.003007169,0.0003087902,0.001689784,0.001104789,0.001131685,0.004956363],"category_scores_gemma":[0.002264072,0.0004654357,0.001781597,0.002936835,0.0004051651,0.001237225,0.0006475109,0.0008157775,0.001104408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004021934,"about_ca_system_score_gemma":0.001918178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001367228,"about_ca_topic_score_gemma":0.002133995,"domain_scores_codex":[0.9994549,0.0001037782,0.0001295301,0.0001072295,0.0001611458,0.00004337049],"domain_scores_gemma":[0.9981726,0.001094921,0.0003392587,0.0000430266,0.0002943929,0.00005573157],"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":[0.0001708707,0.0001233365,0.0005178187,0.2998452,0.0007819762,0.0002364051,0.000200198,0.0006976097,0.004400485,0.001691934,0.01533729,0.6759968],"study_design_scores_gemma":[0.00004154439,0.0005401811,0.003857019,0.07113285,0.004792457,0.001475328,0.0002965715,0.0002861521,0.0046871,0.001189279,0.9116331,0.00006842416],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005411771,0.9981697,0.0001423897,0.0001368615,0.0001434003,0.00001421155,0.00006266194,0.000008975698,0.00078066],"genre_scores_gemma":[0.00184685,0.9975449,0.0001887408,0.0001214442,0.00007031602,0.00001151161,0.00005158195,0.000002067022,0.0001624694],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004956363,"threshold_uncertainty_score":0.0165807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007789563138344105,"score_gpt":0.2438957450573452,"score_spread":0.2361061819190011,"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."}}