{"id":"W2994064563","doi":"10.2175/193864717821494844","title":"A focused Sanitary Sewer Survey provides actionable results for a successful sewer rehabilitation project","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Rehabilitation; Sanitary sewer; Construction engineering; Engineering; Civil engineering; Waste management; Medicine; Physical therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001220098,0.0002056247,0.0001706989,0.00004706102,0.00145886,0.0003089448,0.0005345382,0.00008166664,0.0000832262],"category_scores_gemma":[0.0003296561,0.0001252603,0.0001065207,0.00004421525,0.0002991011,0.001595439,0.0005237215,0.00009491778,0.00006033866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003577835,"about_ca_system_score_gemma":0.000007404649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055799,"about_ca_topic_score_gemma":0.0003133937,"domain_scores_codex":[0.9982397,0.00003251515,0.0004168731,0.0005069646,0.0004711652,0.0003327802],"domain_scores_gemma":[0.9991072,0.00005953839,0.0003818663,0.0003774837,0.00003531353,0.00003854309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001388081,0.0008259408,0.675894,0.0002611745,0.0001510233,2.585722e-7,0.007037693,0.001652272,0.1974737,0.0002079166,0.1132032,0.001904693],"study_design_scores_gemma":[0.002332011,0.0004899238,0.8410223,0.00005671669,0.0001181402,0.000001738723,0.0003659021,0.0037004,0.09585105,0.002871085,0.05267773,0.0005130005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880386,0.0000028912,0.0004257874,0.004832855,0.0001954402,0.002715135,0.00005626469,0.00004438532,0.00368866],"genre_scores_gemma":[0.9881209,0.000004868158,0.003730428,0.00005719202,0.00005884797,0.0004650621,0.00005358185,0.00002703705,0.007482073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1651283,"threshold_uncertainty_score":0.9998411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02290301104524773,"score_gpt":0.237407008029117,"score_spread":0.2145039969838693,"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."}}