{"id":"W4296105746","doi":"10.1080/09640568.2022.2113768","title":"Mandatory or voluntary approaches to green roof implementation: a comparative study among some global cities","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Planning and Management","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Green roof; Green infrastructure; Turnover; Greenhouse gas; Business; Air quality index; Environmental planning; Roof; Geography; Environmental resource management; Civil engineering; Engineering; Environmental science; Economics; Ecology; Meteorology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003855877,0.0001573887,0.0002087216,0.00007351181,0.0003216723,0.00003487352,0.0001988495,0.00001336153,0.001134588],"category_scores_gemma":[6.875383e-7,0.0001369055,0.00004346071,0.0001048489,0.00008215472,0.0003697724,0.000626121,0.0001296498,0.00001331233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005566754,"about_ca_system_score_gemma":0.000004481844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219418,"about_ca_topic_score_gemma":0.0000727877,"domain_scores_codex":[0.9984841,0.0001162136,0.0003655745,0.0002348586,0.0005954575,0.0002037652],"domain_scores_gemma":[0.9995394,0.00001801683,0.0001946835,0.0001171827,8.712947e-7,0.0001298808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002945964,0.0004328492,0.9663881,0.00001325352,0.000208107,0.0002617996,0.009337592,0.00762813,0.0000490102,0.0000330118,0.01031135,0.005042193],"study_design_scores_gemma":[0.00115388,0.001348205,0.9180775,0.00001028301,0.0001043317,0.00005964374,0.07318558,0.0001003989,0.00002097422,0.0001336437,0.005636543,0.0001690766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979576,0.0001360796,0.0001101658,0.000145791,0.0001219732,0.0006134223,0.00005120429,0.000009085919,0.0008546981],"genre_scores_gemma":[0.9982834,0.00001045423,0.0005455319,0.0002652779,0.00005304911,0.00006037356,0.00001436766,0.000008478394,0.0007590672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06384799,"threshold_uncertainty_score":0.9997785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0672713863884057,"score_gpt":0.2696117144300357,"score_spread":0.20234032804163,"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."}}