{"id":"W3048146526","doi":"10.1061/9780784483190.021","title":"Keeping Rain Flowing in the Right Direction: A Stormwater Trunk Sewer Rehabilitation Case Study","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada); Associated Medical Services","funders":"","keywords":"Stormwater; Rehabilitation; Stormwater management; Trunk; Environmental science; Storm; Hydrology (agriculture); Surface runoff; Geology; Geotechnical engineering; Meteorology; Geography; Physical therapy; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005225582,0.0003902034,0.000275707,0.0003872291,0.002402701,0.0009243948,0.0007351598,0.001690131,0.002293913],"category_scores_gemma":[0.001131098,0.0002129943,0.0002728735,0.0006448489,0.000817465,0.0006925483,0.0006354177,0.0005176584,0.0002493575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820744,"about_ca_system_score_gemma":0.002028466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0645491,"about_ca_topic_score_gemma":0.234155,"domain_scores_codex":[0.9994994,0.0001414114,0.00002206747,0.00005117367,0.000125698,0.0001602094],"domain_scores_gemma":[0.9994591,0.000189048,0.0000520002,0.00003431363,0.0001206604,0.0001448604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"case_report","study_design_scores_codex":[0.001596588,0.0102352,0.1872109,0.001232824,0.0002045272,0.08921681,0.03209091,0.3444687,0.0396212,0.0259919,0.02700243,0.241128],"study_design_scores_gemma":[0.00110482,0.007973275,0.2025747,0.000479329,0.000310938,0.01184126,0.1875946,0.4113327,0.04244349,0.01126822,0.1227971,0.0002796456],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819462,0.00006584801,0.005413569,0.000358545,0.00001146087,0.0002662393,0.0001392667,0.00005865917,0.0117402],"genre_scores_gemma":[0.9828419,0.0001909128,0.007518373,0.00005721324,0.000009203365,0.00007661287,0.0001141227,0.00001785905,0.009173687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0645491,"threshold_uncertainty_score":0.1283467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696723585050669,"score_gpt":0.2452486247101743,"score_spread":0.2282813888596676,"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."}}