{"id":"W1539174661","doi":"10.1002/j.1551-8833.2008.tb09679.x","title":"Effect of water main repairs on water quality","year":2008,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Water Systems and Optimization","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Water Network","keywords":"Flushing; Contamination; Environmental science; Water quality; Turbidity; Fecal coliform; Environmental engineering; Mains electricity; Hydrology (agriculture); Geotechnical engineering; Engineering; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009648493,0.0002052467,0.000421384,0.0001100323,0.00008871357,0.0000269443,0.00009867073,0.0001136183,0.00005139062],"category_scores_gemma":[0.00002110638,0.0001117314,0.0001286632,0.0001000942,0.00003674811,0.0001664272,0.00002682407,0.0001532039,0.0001828251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371258,"about_ca_system_score_gemma":0.000002439646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003025679,"about_ca_topic_score_gemma":0.00003086247,"domain_scores_codex":[0.9982445,0.0003184648,0.0004448408,0.0002087459,0.0003247951,0.0004586719],"domain_scores_gemma":[0.9994823,0.00007997541,0.000076777,0.0002546843,0.00005266861,0.00005362581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005580673,0.000216212,0.1842732,0.0005154986,0.001081277,0.00004807007,0.03208997,0.6267856,0.1174666,0.00003009595,0.02798325,0.008952226],"study_design_scores_gemma":[0.0008028201,0.0004396415,0.006503542,0.00006090067,0.00004234747,0.00000411631,0.00006517229,0.004915351,0.9842409,0.00001712723,0.002495647,0.0004123737],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961341,0.000007841729,0.001239886,0.0001704525,0.0003980924,0.000228406,0.000005873437,0.0002493494,0.001566011],"genre_scores_gemma":[0.9978127,0.00002109055,0.00008534662,0.00004553382,0.0001404246,0.00003398041,0.0001496101,0.00004526177,0.00166605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8667744,"threshold_uncertainty_score":0.4556273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004567450884618033,"score_gpt":0.2069234162106576,"score_spread":0.2023559653260396,"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."}}