{"id":"W4412527558","doi":"10.1029/2025wr039940","title":"Parsimonious Modeling of the Hydrological Performance of Blue‐Green Roofs in the Integrated Water Supply and Irrigation Management","year":2025,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China; Shandong University","keywords":"Irrigation; Environmental science; Water resource management; Hydrology (agriculture); Water supply; Environmental engineering; Engineering; Geotechnical engineering","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":[0.0003494095,0.0003831249,0.0003494839,0.0002207939,0.0003347863,0.0005906046,0.0006220755,0.0006968885,0.00116721],"category_scores_gemma":[0.0005054577,0.0003411257,0.0005836875,0.0002746968,0.0004439902,0.0004901953,0.0003702727,0.0004271513,0.0001108102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000964282,"about_ca_system_score_gemma":0.001109879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04659522,"about_ca_topic_score_gemma":0.0275433,"domain_scores_codex":[0.999886,0.00003502506,0.000003540777,0.00002655983,0.00001256055,0.00003627769],"domain_scores_gemma":[0.9998467,0.00006302237,0.00002218171,0.00001205155,0.00003201381,0.00002397367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000130362,0.00002239222,0.002035814,0.000003907141,0.000008698199,0.00001922984,0.00001064219,0.9955389,0.0008198264,0.0004174088,0.00005852057,0.00105165],"study_design_scores_gemma":[0.000003246194,0.000006323437,0.0005536226,6.141906e-7,0.00000265135,0.000001592223,0.000005555329,0.9991925,0.0001058451,0.00008383134,0.00004282654,0.000001426518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467672,0.00006466489,0.048573,0.0001494171,0.00002235115,0.00003328965,0.0002048389,0.0001183293,0.004066871],"genre_scores_gemma":[0.9971995,0.00002308364,0.001927791,0.000008823258,0.000002848757,0.00001249482,0.00003952059,0.000007856043,0.0007780218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04659522,"threshold_uncertainty_score":0.09264803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412189940908542,"score_gpt":0.2612960985260163,"score_spread":0.2371741991169309,"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."}}