{"id":"W4400981243","doi":"10.1007/s42452-024-06094-8","title":"Sustainability of cool and black roofs with high initial construction moisture","year":2024,"lang":"en","type":"article","venue":"Discover Applied Sciences","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phoenix; Roof; Green roof; Moisture; Environmental science; Water content; Reflective surfaces; Sustainability; Geotechnical engineering; Civil engineering; Engineering; Meteorology; Geography; Mathematics; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002052842,0.0000829852,0.00008928244,0.00003004061,0.00009718724,0.00008066054,0.00009039877,0.00003307128,0.0001602159],"category_scores_gemma":[0.00000913721,0.00005577932,0.0000128002,0.000357516,0.002266728,0.0003133768,0.00005980079,0.00006607448,0.00001211753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006787403,"about_ca_system_score_gemma":0.00006157993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003353163,"about_ca_topic_score_gemma":0.0001751311,"domain_scores_codex":[0.9991261,0.00001518602,0.0001119022,0.0003159268,0.0002895862,0.0001413092],"domain_scores_gemma":[0.9997934,0.00004545327,0.00002857099,0.00008845711,0.000006712138,0.00003737282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003844199,0.0002167523,0.5235137,0.0005486263,0.00006282535,0.00002651195,0.0142383,0.02058102,0.03443688,0.3600466,0.003891892,0.04205246],"study_design_scores_gemma":[0.001164658,0.0007874169,0.7457605,0.0001045342,0.0001190789,0.00005829161,0.01399929,0.005181204,0.07820047,0.1504853,0.003255482,0.0008838294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849153,0.00002208233,0.001952393,0.0002171516,0.00005651309,0.0002383209,0.00001267298,0.00002494316,0.01256059],"genre_scores_gemma":[0.9993236,0.000002916746,0.0005308215,0.0000267823,0.00002295613,0.00001231738,0.000003789369,0.000003685314,0.0000731089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2222467,"threshold_uncertainty_score":0.8351853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005306312759752437,"score_gpt":0.2248652871512691,"score_spread":0.2195589743915166,"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."}}