{"id":"W2801277542","doi":"10.1002/awwa.1042","title":"Critical Review: Surface Water and Stormwater Quality Impacts of Cured‐In‐Place Pipe Repairs","year":2018,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Toxic Substances and Disease Registry; Federal Highway Administration; U.S. Environmental Protection Agency","keywords":"Stormwater; Environmental science; Contamination; Water quality; Odor; Waste management; Environmental engineering; Surface water; Environmental planning; Environmental protection; Surface runoff; Engineering; Ecology","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":[0.003643014,0.001456229,0.002974023,0.006497295,0.0007202523,0.002893392,0.002480685,0.003792886,0.01308901],"category_scores_gemma":[0.01516255,0.0006396414,0.002475959,0.005787941,0.0008415054,0.002827273,0.001194118,0.002098039,0.003194825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002859355,"about_ca_system_score_gemma":0.009804681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004966527,"about_ca_topic_score_gemma":0.008400147,"domain_scores_codex":[0.9973019,0.0006508796,0.0008309029,0.0002195924,0.0008677935,0.0001289209],"domain_scores_gemma":[0.982165,0.006973352,0.002263142,0.0002546031,0.007947812,0.000396008],"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":[0.0002236704,0.00006084556,0.0003428324,0.329406,0.0007619428,0.0004317008,0.0002000423,0.000226512,0.0005199721,0.001424777,0.2646434,0.4017583],"study_design_scores_gemma":[0.00005770648,0.0001545629,0.001298976,0.1907599,0.001399905,0.0008669757,0.0002726195,0.00005431387,0.000296481,0.0008254802,0.8039682,0.00004487653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009747921,0.9920977,0.00007761647,0.003078802,0.003077402,0.00007392243,0.0001387553,0.00001042712,0.001347818],"genre_scores_gemma":[0.0008339094,0.994691,0.0001771695,0.002168703,0.001302305,0.00006833144,0.000121744,0.000005025552,0.0006318559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01308901,"threshold_uncertainty_score":0.04378706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088513916607375,"score_gpt":0.2739026229580108,"score_spread":0.2630174837919371,"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."}}