{"id":"W2592233352","doi":"10.5539/enrr.v7n2p11","title":"Water, Energy, and Rooftops: Integrating Green Roof Systems into Building Policies in the Arab Region","year":2017,"lang":"en","type":"article","venue":"Environment and Natural Resources Research","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Green roof; Incentive; Roof; Green building; Water energy; Business; Environmental planning; Context (archaeology); Sustainable development; Environmental resource management; Conceptual framework; Civil engineering; Environmental economics; Architectural engineering; Natural resource economics; Engineering; Political science; Environmental science; Geography; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001173025,0.0001356206,0.0001299847,0.0000880705,0.001062675,0.0003523084,0.0004100985,0.00008346251,0.00002011779],"category_scores_gemma":[0.00008065056,0.00007603562,0.00002272237,0.00005543115,0.0007349327,0.0003200328,0.000670512,0.0003670616,0.00001116816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150396,"about_ca_system_score_gemma":0.000001911169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02640102,"about_ca_topic_score_gemma":0.00159967,"domain_scores_codex":[0.9981426,0.0003082367,0.0001779167,0.0003441214,0.0006089226,0.0004181814],"domain_scores_gemma":[0.9993284,0.000167425,0.0000498933,0.0003765169,0.000003371827,0.00007444572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000113624,0.00006760976,0.7815893,0.00006765097,0.00002022895,0.00007372197,0.02737529,0.0001352509,0.05264923,0.001260828,0.001307173,0.1353401],"study_design_scores_gemma":[0.0007313518,0.0002367688,0.8498241,0.0001665998,0.00001137971,0.0000582072,0.002646039,0.008001921,0.004469974,0.003337767,0.1301375,0.0003783749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944581,0.001838451,0.00001922707,0.001886338,0.00003128302,0.0002195433,6.700024e-7,0.000007804574,0.00153854],"genre_scores_gemma":[0.996464,0.000797912,0.00006172143,0.00004011958,0.0001024818,0.00003916645,0.000003750614,0.00001046247,0.002480409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1349618,"threshold_uncertainty_score":0.9800823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02891848703167136,"score_gpt":0.2890619035190156,"score_spread":0.2601434164873442,"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."}}