{"id":"W1996324671","doi":"10.1007/s00267-014-0260-8","title":"Vegetation Placement for Summer Built Surface Temperature Moderation in an Urban Microclimate","year":2014,"lang":"en","type":"article","venue":"Environmental Management","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Microclimate; Vegetation (pathology); Moderation; Environmental science; Ecology; Forestry; Geography; Agroforestry; Biology; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003220785,0.000205248,0.0001342231,0.00004386048,0.0001412341,0.00005884974,0.0001576056,0.000070553,0.0002875614],"category_scores_gemma":[0.000002577519,0.0002122631,0.0000423862,0.00007511635,0.00005616168,0.0004442492,0.0001096774,0.00008060868,0.0002759529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004602752,"about_ca_system_score_gemma":0.000001262172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000300329,"about_ca_topic_score_gemma":0.0002081566,"domain_scores_codex":[0.9985166,0.0000811083,0.0002778203,0.0005087684,0.0002903297,0.0003254288],"domain_scores_gemma":[0.999532,0.00002137162,0.00007079823,0.0002948578,0.000001217601,0.00007971439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002154614,0.001015404,0.3560497,0.0001299102,0.00003989902,0.000005926617,0.00224022,0.2274607,0.3971374,0.001027257,0.005924468,0.0087537],"study_design_scores_gemma":[0.004816498,0.0007157468,0.7946616,0.0000670925,0.00009546244,0.000002834154,0.0009864493,0.1304438,0.0435452,0.001335867,0.02226495,0.001064492],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935735,0.00003051856,0.002979972,0.000137468,0.0001172689,0.001242922,0.00001103079,0.00003650151,0.001870829],"genre_scores_gemma":[0.9927847,0.00002331777,0.005250913,0.0004023533,0.00004384025,0.0001646686,0.0003082496,0.00003078958,0.0009911424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.438612,"threshold_uncertainty_score":0.865584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00874622433400144,"score_gpt":0.2167546925159575,"score_spread":0.208008468181956,"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."}}