{"id":"W6981522037","doi":"","title":"Engineering performance of rooftop gardens through field evaluation","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Oak Ridge National Laboratory; Public Works and Government Services Canada","keywords":"Green roof; Roof; Urban heat island; Flat roof; Reflective surfaces; Storm; Urban area; Stormwater","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004824269,0.00006560998,0.0001088733,0.00002095617,0.00005189348,0.000007661845,0.0000886829,0.00002495039,0.002350149],"category_scores_gemma":[0.0006996976,0.00005809577,0.00002280629,0.00007598006,0.00003042661,0.00009685516,0.00003292515,0.00006068353,0.00007690783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003851577,"about_ca_system_score_gemma":0.00003555254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001161186,"about_ca_topic_score_gemma":9.435003e-7,"domain_scores_codex":[0.9991223,0.00003987145,0.0001319395,0.0001340223,0.0003696045,0.0002022196],"domain_scores_gemma":[0.9995188,0.0001256833,0.00003854944,0.0001738707,0.0001196848,0.00002337026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008470174,0.0000147392,0.0001805537,0.00005417983,0.0000046223,7.447283e-7,0.0002129698,0.00276418,0.994216,0.0009733537,0.0004569006,0.001113257],"study_design_scores_gemma":[0.0001658583,0.00007578478,0.0001880144,0.00002824129,0.000006820192,0.0000019467,0.00003978658,0.003712453,0.9910643,0.001545395,0.00310185,0.00006958903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337297,0.0001754889,0.002708887,0.0000618714,0.0001539915,0.0001477121,0.000001500371,0.00002695965,0.06299391],"genre_scores_gemma":[0.9834253,0.0001023903,0.016048,0.00001433315,0.00002595473,0.000021856,5.419718e-7,0.000006148308,0.0003555396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06263836,"threshold_uncertainty_score":0.9985619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980277664387482,"score_gpt":0.2998625627059953,"score_spread":0.2700597860621204,"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."}}