{"id":"W2216280966","doi":"10.2495/eco030262","title":"Quantitative evaluation of greenroof systems for sustainable development","year":2003,"lang":"en","type":"article","venue":"WIT Transactions on Ecology and the Environment","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrofitting; Stormwater; Sustainability; Green roof; Environmental science; Green infrastructure; Stormwater management; Urban heat island; Environmental resource management; Environmental planning; Life-cycle assessment; Efficient energy use; Environmental economics; Civil engineering; Engineering; Roof; Production (economics); Surface runoff; Meteorology; Geography","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":[0.001344787,0.00008064762,0.0001157639,0.00002656156,0.0002650925,0.000005181163,0.00004652715,0.00005190839,0.0004897749],"category_scores_gemma":[0.00002373284,0.00005836409,0.00002849958,0.00004368659,0.0002674753,0.00006895729,0.000002923055,0.00005456622,0.00003376836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002159984,"about_ca_system_score_gemma":0.00001885475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000375783,"about_ca_topic_score_gemma":0.0000477489,"domain_scores_codex":[0.999085,0.0002434001,0.0001799126,0.0001637488,0.0001797498,0.0001481505],"domain_scores_gemma":[0.9995725,0.0002106611,0.00006535065,0.0001153646,0.000009236135,0.00002689108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001134345,0.001524303,0.01571623,0.000139955,0.0005659494,0.00000276923,0.009997122,0.8333167,0.001194783,0.1173978,0.0004345039,0.01857552],"study_design_scores_gemma":[0.04919628,0.005136214,0.5327483,0.00009657376,0.002685058,0.00007181716,0.03255846,0.1542838,0.05116317,0.07495852,0.09520916,0.001892723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8680816,0.0002483826,0.1260953,0.0001618002,0.00009601389,0.001950873,0.000004546254,0.000008438478,0.003353129],"genre_scores_gemma":[0.9968545,0.00004055171,0.000826166,0.00002758814,0.00000185355,0.0006256269,0.000002766806,0.000006072458,0.001614918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6790329,"threshold_uncertainty_score":0.5362692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850636425495067,"score_gpt":0.2284959340598451,"score_spread":0.2099895698048945,"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."}}