{"id":"W955233266","doi":"10.1520/stp154920130061","title":"Design Requirements for Building Envelopes to Minimize Water Runoff","year":2014,"lang":"en","type":"book-chapter","venue":"ASTM International eBooks","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Surface runoff; Environmental science; Civil engineering; Computer science; Architectural engineering; Engineering; Ecology; Biology","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":[0.0007993387,0.001111265,0.000642394,0.0007121582,0.0004808657,0.001375943,0.001091538,0.001242768,0.008220766],"category_scores_gemma":[0.002289691,0.0006236837,0.000586582,0.0004749471,0.0002811902,0.00101426,0.0007595617,0.0005798065,0.003336458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003797397,"about_ca_system_score_gemma":0.0006819334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000774165,"about_ca_topic_score_gemma":0.001116968,"domain_scores_codex":[0.9988785,0.0001149228,0.00006247733,0.00006630577,0.0007411522,0.0001366211],"domain_scores_gemma":[0.9992205,0.000194796,0.0001043348,0.00006828812,0.0003785434,0.00003348217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001434927,0.0001720982,0.001801847,0.001221143,0.00003450844,0.0007785521,0.0005067996,0.3551349,0.1807359,0.07865649,0.02831274,0.3525015],"study_design_scores_gemma":[0.00005791636,0.0005516494,0.004949431,0.0005056155,0.0001076686,0.003109547,0.0009955941,0.400012,0.1628036,0.03651797,0.3902627,0.0001262695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02940501,0.001383912,0.8669211,0.0005046562,0.0002547974,0.0003012612,0.0007278344,0.001016708,0.09948473],"genre_scores_gemma":[0.521459,0.002620413,0.39442,0.0003261683,0.0001322841,0.0007768562,0.001829892,0.001309454,0.07712588],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008220766,"threshold_uncertainty_score":0.02750117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04542055977215099,"score_gpt":0.2566816576931851,"score_spread":0.2112610979210341,"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."}}