{"id":"W2898853920","doi":"10.1002/awwa.1163","title":"Distortions From a Simplified Approach to Fatigue Analysis in PVC Pipes","year":2018,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Water Systems and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hudbay Minerals (Canada); Hydro One (Canada)","funders":"","keywords":"Transient (computer programming); Transient analysis; Work (physics); Distortion (music); Pipeline (software); Structural engineering; Devaluation; Computer science; Transient response; Engineering; Mechanical engineering","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":[0.001298539,0.0004779074,0.0007440804,0.0007547285,0.0004750419,0.0006366149,0.0009257827,0.0006071063,0.00139643],"category_scores_gemma":[0.00519285,0.0004881602,0.0006898571,0.0003934189,0.0007226143,0.001148706,0.0005304999,0.0008198328,0.0003404824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050833,"about_ca_system_score_gemma":0.0007930223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01183024,"about_ca_topic_score_gemma":0.01353661,"domain_scores_codex":[0.9987205,0.000335657,0.00006385613,0.0001033157,0.0007019989,0.00007471251],"domain_scores_gemma":[0.9979916,0.0009287202,0.0001979424,0.0003588545,0.0005048666,0.00001795621],"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":[0.0001163956,0.0000630319,0.004329287,0.0001840318,0.0000328936,0.0002937602,0.000465501,0.8815849,0.04624324,0.01249078,0.0009763941,0.05321988],"study_design_scores_gemma":[0.00001169005,0.0001237194,0.004275674,0.00002309591,0.00001704788,0.0001543009,0.00007638513,0.9824065,0.007462706,0.00322555,0.002189172,0.00003418406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2817453,0.0002937768,0.7076431,0.000300519,0.00002989116,0.0001558362,0.0002866001,0.0006926128,0.008852336],"genre_scores_gemma":[0.9066182,0.0003308046,0.09066764,0.00007477869,0.00001883337,0.0001416164,0.000154265,0.0001041995,0.001889699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01183024,"threshold_uncertainty_score":0.02352273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007740696567920735,"score_gpt":0.2076810919648802,"score_spread":0.1999403953969595,"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."}}