{"id":"W2307020659","doi":"","title":"PRESSURE RELATED STANDARDS AND PERFORMANCE OF WATER DISTRIBUTION SYSTEMS","year":2016,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Canada; McMaster University","keywords":"Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004963999,0.0004239225,0.000428384,0.001640964,0.0006909746,0.003695956,0.0007965041,0.001081421,0.002488485],"category_scores_gemma":[0.02561642,0.0002491228,0.0002912401,0.001962569,0.001390206,0.003944369,0.001359082,0.0006048733,0.0006489974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00168304,"about_ca_system_score_gemma":0.0009352922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002161196,"about_ca_topic_score_gemma":0.000754585,"domain_scores_codex":[0.9922979,0.001876431,0.000723314,0.0005618351,0.003964684,0.0005757607],"domain_scores_gemma":[0.9792002,0.009633659,0.003686886,0.001421192,0.005655495,0.0004026564],"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":[0.0006556858,0.0003311535,0.07314739,0.0007006366,0.0001889534,0.0005072448,0.001275767,0.673462,0.02106695,0.07467289,0.004701217,0.14929],"study_design_scores_gemma":[0.0001299602,0.003016064,0.1566378,0.0002341915,0.0001481381,0.0009798729,0.002515048,0.6185896,0.05685693,0.133652,0.02693223,0.0003082811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8003971,0.001989149,0.1351625,0.001950561,0.0001552819,0.0001914691,0.0007757324,0.001083788,0.05829441],"genre_scores_gemma":[0.9967976,0.0001697092,0.001961859,0.00002061234,0.00002601983,0.00001931074,0.0001402236,0.00003535981,0.0008292885],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004963999,"threshold_uncertainty_score":0.02625245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003287944707345078,"score_gpt":0.1549734172069822,"score_spread":0.1516854724996371,"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."}}