{"id":"W4293101519","doi":"10.5751/es-13303-270320","title":"Examining the distribution of green roofs in New York City through a lens of social, ecological, and technological filters","year":2022,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nature Conservancy; J.M. Kaplan Fund; Rockefeller Foundation; National Science Foundation","keywords":"Green infrastructure; Green roof; Stormwater; Urban heat island; Downtown; Wildlife corridor; Urban planning; Geography; Citizen science; Wildlife; Environmental planning; Environmental resource management; Environmental science; Roof; Civil engineering; Ecology; Meteorology; Surface runoff; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003666842,0.00005028828,0.0001206317,0.000003535534,0.000242998,0.000002053911,0.00008048426,0.0001044874,0.0003782423],"category_scores_gemma":[0.00003236936,0.00003785562,0.00002891789,0.000135869,0.0006781942,0.00004412732,0.000242204,0.0001820152,5.197465e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007468525,"about_ca_system_score_gemma":0.00001233039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000237695,"about_ca_topic_score_gemma":0.0002351539,"domain_scores_codex":[0.9994372,0.0001022592,0.0001335541,0.0001414447,0.00006893623,0.0001165784],"domain_scores_gemma":[0.9997078,0.0001570662,0.00006918015,0.00005371432,0.000001871417,0.00001035478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001013714,0.00008581778,0.9815886,0.000005072111,0.00001125881,8.923157e-7,0.005949143,0.00006208602,0.00116693,0.001574666,0.008655046,0.0008903389],"study_design_scores_gemma":[0.0002523858,0.0001706653,0.9921104,8.679602e-7,0.000007940934,0.000003387804,0.002796403,0.000120448,0.0001307701,0.002775889,0.001588585,0.00004222747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982359,0.0000483064,0.00005470893,0.001179711,0.00001823147,0.0001353303,0.00001884654,0.00000920286,0.0002997719],"genre_scores_gemma":[0.9994423,0.00003433871,0.0001716359,0.0002032895,0.000005681972,0.000015994,0.00001084113,0.000001515602,0.0001144445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01052182,"threshold_uncertainty_score":0.4141488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360654561350752,"score_gpt":0.2273837008168477,"score_spread":0.1913182446817725,"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."}}