{"id":"W4407567670","doi":"10.14796/jwmm.c540","title":"Drainage Discharge Design for Improved Hydrologic Performance of a Blue-Green Roof","year":2025,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Green roof; Environmental science; Drainage; Roof; Hydrology (agriculture); Geology; Civil engineering; Engineering; Geotechnical engineering; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001171271,0.0001873158,0.0002977189,0.0002706125,0.000164505,0.00003439703,0.0005875717,0.00004885449,0.00008962699],"category_scores_gemma":[0.000008109102,0.0001321158,0.0001790299,0.0001838217,0.00006418796,0.0005195799,0.0004738997,0.0001258932,0.0000167124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791374,"about_ca_system_score_gemma":0.000005646346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002335166,"about_ca_topic_score_gemma":0.000003191354,"domain_scores_codex":[0.998327,0.00005094839,0.0007148769,0.0002386676,0.0002583773,0.0004101014],"domain_scores_gemma":[0.9993672,0.00002133176,0.0002321527,0.000289282,0.00003630081,0.00005372515],"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":[0.0003877927,0.0002485604,0.0009475307,0.000278512,0.000376698,0.000006241627,0.0006564312,0.9746131,0.01605338,0.0004138999,0.001808146,0.004209691],"study_design_scores_gemma":[0.001157764,0.0002972634,0.0001719163,0.00007814278,0.000285713,0.000002086025,0.0001121665,0.9854494,0.004174705,0.004992627,0.00310659,0.0001716705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3509311,0.00003540043,0.6447915,0.0008119886,0.0001696954,0.0005878356,0.00000200087,0.0000171501,0.002653374],"genre_scores_gemma":[0.9682335,0.00003493629,0.02598738,0.000211997,0.00003366101,0.00003328725,0.000003275494,0.00001596956,0.005445937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6188041,"threshold_uncertainty_score":0.5387528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203991325439625,"score_gpt":0.2252311109252875,"score_spread":0.204831978381325,"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."}}