{"id":"W2963532961","doi":"10.1061/9780784482483.003","title":"A New Regional Wastewater System: 16 Communities, $325M, and 90 Miles of Forcemain","year":2019,"lang":"en","type":"article","venue":"Pipelines 2019","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Environment and Protected Areas; Stantec (Canada)","funders":"","keywords":"Watershed; Service (business); Population; Environmental science; Civil engineering; Environmental resource management; Engineering; Water resource management; Business; Computer science","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":[0.0005439428,0.0004321853,0.0002598954,0.0004892887,0.002822822,0.002089417,0.001295165,0.00100485,0.03546062],"category_scores_gemma":[0.0004672782,0.0002754642,0.0003443241,0.0008822696,0.0006708231,0.0008383468,0.001693877,0.0009806855,0.006225985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0117164,"about_ca_system_score_gemma":0.01907575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5350982,"about_ca_topic_score_gemma":0.8451039,"domain_scores_codex":[0.9992678,0.00006073153,0.00001522541,0.00009693069,0.0003464247,0.0002129668],"domain_scores_gemma":[0.999529,0.00001254085,0.00001120677,0.00002251407,0.0002008554,0.0002238079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006681328,0.0005209057,0.01169518,0.0004853696,0.00005456384,0.001518767,0.001473521,0.007176781,0.02573731,0.01575596,0.341221,0.5936926],"study_design_scores_gemma":[0.0001439276,0.0004316738,0.02033584,0.00006865538,0.00003253332,0.0005017656,0.002837665,0.002361168,0.001779974,0.00144166,0.970005,0.00006020146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3557718,0.004907465,0.03177283,0.03010242,0.001732031,0.001770443,0.007522982,0.008440347,0.5579796],"genre_scores_gemma":[0.378012,0.001499636,0.03610733,0.002277461,0.000160816,0.0002656286,0.005324256,0.0003828586,0.57597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5350982,"threshold_uncertainty_score":0.9352794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207863889109997,"score_gpt":0.1979049743894274,"score_spread":0.1858263354983274,"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."}}