{"id":"W4281969797","doi":"10.3390/w14111716","title":"Wastewater System Inflow/Infiltration and Residential Pluvial Flood Damage Mitigation in Canada","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pluvial; Flood myth; Stormwater; Environmental science; Combined sewer; Flood mitigation; Environmental planning; Flooding (psychology); Wastewater; Climate change; Water resource management; Environmental engineering; Geography; Surface runoff; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006323584,0.0001929611,0.000220293,0.00147676,0.003705129,0.002064006,0.0006871534,0.0003922623,0.004169678],"category_scores_gemma":[0.002172004,0.0001969612,0.00038326,0.004367245,0.001212069,0.0005518189,0.001143036,0.0008656791,0.0001386659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08507807,"about_ca_system_score_gemma":0.1446121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985923,"about_ca_topic_score_gemma":0.9995645,"domain_scores_codex":[0.9991929,0.00006059982,0.00003329469,0.00006159606,0.0003258708,0.0003256676],"domain_scores_gemma":[0.997619,0.0002387195,0.00028904,0.00002590163,0.001283683,0.0005436608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002987758,0.000381017,0.6936846,0.001557052,0.0001720308,0.001630945,0.02240264,0.004041522,0.001528719,0.03050765,0.03726595,0.2065291],"study_design_scores_gemma":[0.00001672451,0.00006804783,0.9036377,0.0006572034,0.0001017015,0.0002093705,0.02903106,0.00212659,0.0005549611,0.001475006,0.06203622,0.0000854332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8987993,0.01958507,0.0007190887,0.016217,0.00008247663,0.0001023572,0.003470916,0.00006239851,0.06096134],"genre_scores_gemma":[0.9763001,0.01306856,0.0005844118,0.0007619594,0.00001502273,0.00001532674,0.0006156979,0.0000158546,0.008623025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08507807,"threshold_uncertainty_score":0.6172875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002410611659314064,"score_gpt":0.1581864153499009,"score_spread":0.1557758036905868,"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."}}