{"id":"W4405655214","doi":"10.47941/je.2413","title":"Influence of Green Roofs on Urban Heat Island Mitigation in Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Environment","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban heat island; Environmental science; Geography; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002082615,0.0000922277,0.0001404724,0.00005951582,0.00001623183,0.000007307389,0.0001162495,0.0000310929,0.0004478412],"category_scores_gemma":[0.00001213328,0.00007577533,0.000039803,0.00009599346,0.00004786486,0.0001935954,0.00003124685,0.000165733,0.00003922899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373967,"about_ca_system_score_gemma":0.00008113893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1965529,"about_ca_topic_score_gemma":0.2289963,"domain_scores_codex":[0.9987941,0.00004298164,0.00040229,0.0001236891,0.0005026373,0.0001342704],"domain_scores_gemma":[0.9996665,0.00006363176,0.00008195192,0.000112791,0.000002454952,0.00007270285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003735419,0.00007255426,0.5675008,0.00002984814,0.00002100109,0.0001266897,0.0009430648,0.3911479,0.03186958,0.00002809022,0.00531933,0.002903737],"study_design_scores_gemma":[0.0003077764,0.0002336188,0.9787036,0.0001841357,0.00001690347,0.00003038482,0.00006799236,0.00159302,0.01151589,0.0002793618,0.006954354,0.0001130098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985954,0.0002046291,0.00004305685,0.0004394403,0.00007829857,0.00008850967,0.000009301355,0.000001733143,0.0005396738],"genre_scores_gemma":[0.9994371,0.00007698641,0.00008420771,0.0001098627,0.00004242508,0.000002200619,0.000001630258,0.000008280364,0.000237338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4112027,"threshold_uncertainty_score":0.8087973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003559985524689209,"score_gpt":0.1749563488707961,"score_spread":0.1713963633461069,"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."}}