{"id":"W1991066010","doi":"10.5942/jawwa.2014.106.0144","title":"Survey of pressure management in water distribution systems","year":2014,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Water Systems and Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"Water Research Foundation","keywords":"Environmental science; Pressure system; Sampling interval; Interval (graph theory); Pressure measurement; Statistics; Mathematics; Meteorology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000934155,0.0001143823,0.0001489529,0.001083079,0.0004000772,0.0004520141,0.000204261,0.0002544284,0.001376814],"category_scores_gemma":[0.00280741,0.0001610073,0.0001037117,0.001802386,0.0001699178,0.0005714715,0.0003382236,0.0002414083,0.0002869446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005875522,"about_ca_system_score_gemma":0.0006595053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005170002,"about_ca_topic_score_gemma":0.005366355,"domain_scores_codex":[0.9989539,0.0003432067,0.0001351417,0.000116903,0.0003191933,0.0001315848],"domain_scores_gemma":[0.9964215,0.0007109061,0.001256655,0.0001228458,0.00110999,0.0003781702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005437174,0.0002335717,0.9486337,0.000174043,0.00002126533,0.0001889738,0.00281804,0.000342257,0.004102825,0.0001348103,0.001424824,0.04187141],"study_design_scores_gemma":[0.000002816294,0.000359698,0.9865901,0.00003331776,0.000006502626,0.0001757984,0.004302041,0.0006324019,0.0009370691,0.00003170652,0.006917561,0.00001090407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965222,0.0001494859,0.0006208757,0.0001542463,0.000003317732,0.00006248839,0.0005293445,0.00001802214,0.001940084],"genre_scores_gemma":[0.9970031,0.0003268492,0.0009202813,0.0001399637,0.00000636579,0.00004843358,0.0005466691,0.000003214147,0.001004964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005170002,"threshold_uncertainty_score":0.01027977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003979656492052203,"score_gpt":0.1779521122345865,"score_spread":0.1739724557425343,"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."}}