{"id":"W2283976601","doi":"10.4995/vitruvio-ijats.2015.4475","title":"Design strategies for integration of green roofs in sustainable housing","year":2015,"lang":"en","type":"article","venue":"VITRUVIO - International Journal of Architectural Technology and Sustainability","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Green roof; Certification; Environmental science; Sustainable design; Roof; Green infrastructure; Urban heat island; Civil engineering; Architectural engineering; Environmental resource management; Geography; Sustainability; Engineering; Ecology; Meteorology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009449962,0.0001013912,0.0001890787,0.0004464557,0.00003700969,0.0000233713,0.000268812,0.0001056015,0.00001173658],"category_scores_gemma":[0.0007740005,0.00008168121,0.00004537547,0.0002940081,0.0003549785,0.0004278749,0.0001160216,0.0002090496,3.139734e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000527764,"about_ca_system_score_gemma":0.0001886597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004285284,"about_ca_topic_score_gemma":0.0001837438,"domain_scores_codex":[0.9989371,0.00008306576,0.0004158306,0.0001452525,0.0002288408,0.000189908],"domain_scores_gemma":[0.9991083,0.0001238385,0.0002281249,0.0000939574,0.0003988411,0.00004698413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004767848,0.0005446117,0.4787627,0.0001828289,0.0001433626,0.0002091303,0.0175783,0.06277832,0.02453754,0.05561233,0.000239967,0.3546431],"study_design_scores_gemma":[0.001385861,0.0009130115,0.02305498,0.00003530896,0.00001659077,0.0001677918,0.01649554,0.003465155,0.01517932,0.9387707,0.0003653878,0.0001503765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033973,0.0000584618,0.09382363,0.002229082,0.00006956345,0.0003224706,0.000001381247,0.00001244163,0.00008572045],"genre_scores_gemma":[0.9924812,0.00000363487,0.007354735,0.00002101253,0.0000253962,0.00001194547,0.000001763187,0.000005616147,0.00009466933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8831583,"threshold_uncertainty_score":0.3330863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697356384888616,"score_gpt":0.2743535094835782,"score_spread":0.2573799456346921,"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."}}