{"id":"W4411040153","doi":"10.1016/j.scs.2025.106510","title":"Global trends in urban forest irrigation: Environmental influences, challenges and opportunities for sustainable practices across 109 cities worldwide","year":2025,"lang":"en","type":"article","venue":"Sustainable Cities and Society","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université du Québec en Outaouais; Université du Québec à Montréal","funders":"Fundação Araucária; Western Sydney University; Danmarks Grundforskningsfond; Horizon 2020 Framework Programme; National Research Foundation; European Commission","keywords":"Environmental planning; Sustainability; Environmental resource management; Business; Natural resource economics; Geography; Environmental science; Environmental protection; Economics; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006491563,0.0002099521,0.0001922425,0.001018823,0.0003010317,0.000973,0.0002428406,0.0002723088,0.001444464],"category_scores_gemma":[0.001173713,0.0001384212,0.0003631022,0.003939855,0.0005129926,0.001189345,0.001036502,0.0004049786,0.0001988438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008034295,"about_ca_system_score_gemma":0.0007078356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01962554,"about_ca_topic_score_gemma":0.04863802,"domain_scores_codex":[0.9996151,0.00009806152,0.00003866489,0.0001034283,0.0000660086,0.00007878428],"domain_scores_gemma":[0.9983842,0.0002399928,0.0008001836,0.0001111347,0.000326187,0.0001382434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000290171,0.00001410023,0.9758305,0.000166025,0.00006825855,0.00007887742,0.001624298,0.000652009,0.0004509961,0.0005829041,0.00138378,0.01911929],"study_design_scores_gemma":[0.000001323056,0.00002062557,0.9890028,0.00006513721,0.0000274243,0.00008508865,0.004840838,0.0003551394,0.0001163933,0.0001616928,0.005313554,0.00001005988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914098,0.002374914,0.0004915944,0.001061458,0.0000176818,0.0000127274,0.002380904,0.00002216004,0.0022287],"genre_scores_gemma":[0.9956688,0.001883439,0.0004446135,0.0001454437,0.00001265449,0.00001781887,0.001473748,0.000009586759,0.0003439398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01962554,"threshold_uncertainty_score":0.03902262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0221369251294977,"score_gpt":0.2691812926541525,"score_spread":0.2470443675246548,"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."}}