{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006224699,0.0001521811,0.0001446027,0.00003709841,0.0002363563,0.00006130028,0.0002369346,0.00003126133,0.0008515725],"category_scores_gemma":[0.0001622395,0.0001120122,0.00006588007,0.0006651334,0.00006661498,0.0003684002,0.0001836747,0.0001736906,0.0004792936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001436989,"about_ca_system_score_gemma":0.00000426211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004018,"about_ca_topic_score_gemma":0.002604746,"domain_scores_codex":[0.9983917,0.0003013566,0.0003290906,0.000413126,0.0003247088,0.0002399718],"domain_scores_gemma":[0.9994988,0.0001372022,0.0000267967,0.0002633929,0.000008347121,0.00006544704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001008286,0.001079186,0.5669215,0.00006330914,0.00006814,0.004052085,0.2218468,0.01193078,0.003093199,0.00003507415,0.1853141,0.005494995],"study_design_scores_gemma":[0.004657276,0.00122956,0.3814287,0.00005460049,0.0003236396,0.0003680711,0.09462339,0.1001416,0.0001709184,0.0005092401,0.4149199,0.001573052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979787,0.00002529788,0.001119322,0.01484076,0.000238968,0.0008972561,0.000002827345,0.0001017884,0.002986808],"genre_scores_gemma":[0.9964865,0.000001362667,0.0006531866,0.002305637,0.0002352358,0.0001145511,0.000005669054,0.00001580986,0.0001820409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296058,"threshold_uncertainty_score":0.9324122,"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."}}