{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008074243,0.0001065725,0.0002396481,0.00007075626,0.00002177086,0.00004969753,0.0000788814,0.00006570641,0.000005205169],"category_scores_gemma":[0.0000109768,0.00007637963,0.00002527884,0.0001735132,0.0000104577,0.0001314148,0.00002227204,0.00007355885,0.00002049043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001709436,"about_ca_system_score_gemma":0.000001009458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700762,"about_ca_topic_score_gemma":0.0003100224,"domain_scores_codex":[0.9989064,0.0001835788,0.0003313866,0.0001276831,0.0001855276,0.0002654651],"domain_scores_gemma":[0.9996583,0.00002709186,0.00007525233,0.0001424249,0.00007201584,0.00002492996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00000976377,0.00002636666,0.1416207,0.0001157607,0.0001439114,4.95067e-7,0.0005960148,0.8523503,0.0001798095,0.00003693387,0.002348711,0.002571281],"study_design_scores_gemma":[0.0006542089,0.00005023213,0.5025645,0.0001353274,0.00005815057,3.581642e-7,0.0001221405,0.483084,0.004038814,0.00001767454,0.008921776,0.0003527648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055856,0.000119174,0.09020783,0.00008641765,0.001065277,0.0005673976,0.0000425602,0.0002090216,0.002116711],"genre_scores_gemma":[0.9985792,0.00002738421,0.00003647037,0.000005109544,0.00004276941,0.0000312577,0.000659387,0.00001909915,0.0005992972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3692663,"threshold_uncertainty_score":0.3114671,"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."}}