{"id":"W2314872950","doi":"10.1061/9780784479025.021","title":"Retrofitting Rooftops to Support Multiple Green Infrastructure Systems","year":2015,"lang":"en","type":"article","venue":"","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Retrofitting; Architectural engineering; Architecture; Green roof; Construction engineering; Engineering; Roof; Green infrastructure; Photovoltaic system; Engineering management; Systems engineering; Civil engineering; Environmental resource management; Environmental science; Geography; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006650818,0.0007871384,0.00034732,0.0005909422,0.0008686338,0.001443926,0.001675042,0.000837076,0.004638076],"category_scores_gemma":[0.0007665089,0.0004225029,0.0005804852,0.0003329069,0.0005103525,0.0009173402,0.001599818,0.000947323,0.001631321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101021,"about_ca_system_score_gemma":0.001621164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00603581,"about_ca_topic_score_gemma":0.01691293,"domain_scores_codex":[0.9990822,0.0001001119,0.00002512335,0.00009821866,0.0003856314,0.0003086183],"domain_scores_gemma":[0.9991042,0.00006251923,0.00006231904,0.0002836084,0.000257038,0.0002303535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000584559,0.0009903811,0.0185279,0.0004457433,0.0001173396,0.003763281,0.001260693,0.1651637,0.4219673,0.01068123,0.01698689,0.359511],"study_design_scores_gemma":[0.0002591809,0.005641559,0.06710432,0.0003386332,0.000234824,0.003231526,0.005036618,0.2218667,0.4349591,0.005089922,0.2558932,0.0003444655],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7713521,0.0003128865,0.1656735,0.000353475,0.0002926869,0.0006274221,0.0005905124,0.005285301,0.05551198],"genre_scores_gemma":[0.9238415,0.0001537183,0.06448095,0.00007566076,0.00001816785,0.0001121292,0.0004529662,0.0002535644,0.0106114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00603581,"threshold_uncertainty_score":0.01551592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02032449617969392,"score_gpt":0.2250959810957024,"score_spread":0.2047714849160084,"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."}}