{"id":"W2328546530","doi":"10.1061/40644(2002)325","title":"Csoft - A New Software for the Design and Real Time Operation of Sewer Networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Water Systems and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Computer science; Software; Software engineering; Operating system","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":[0.00005519371,0.00004098158,0.00005287744,0.000009627935,0.0000247175,0.00002123628,0.00002556402,0.00003239092,0.00007989611],"category_scores_gemma":[0.000006044389,0.00002620852,0.000009473535,0.00003198594,0.000003839973,0.00006270634,0.000004004426,0.00001365832,0.000003367445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004764838,"about_ca_system_score_gemma":0.000001611004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003649528,"about_ca_topic_score_gemma":0.00001157401,"domain_scores_codex":[0.9997904,0.000005758554,0.00008025425,0.00004163948,0.00002638652,0.00005552693],"domain_scores_gemma":[0.9998444,0.00005538761,0.000008028178,0.00005760642,0.00001880785,0.00001579815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001422522,0.000001223596,0.00002617343,0.000007143426,0.000008905919,3.601023e-8,0.0001519329,0.9376105,0.00003852963,0.00003711557,0.06012436,0.001992643],"study_design_scores_gemma":[0.0001327766,0.00001764731,0.0000772101,0.000006040233,0.000007437809,9.305048e-7,0.000004176758,0.9984311,0.0001772576,0.000007825482,0.001101745,0.00003587841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000224507,0.0002286402,0.9986987,0.00003530145,0.00006633234,0.000233698,5.836685e-7,0.00006878206,0.0004434825],"genre_scores_gemma":[0.7280568,0.0004855228,0.2343937,0.00006794553,0.0005297354,0.00006136324,0.00001898936,0.0000648788,0.03632106],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7643049,"threshold_uncertainty_score":0.1068752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530891241275891,"score_gpt":0.1753755697250928,"score_spread":0.1600666573123339,"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."}}