{"id":"W7098185539","doi":"","title":"A Rational Methodology for Detailed Pipeline Transient Hydraulic Analysis","year":2016,"lang":"en","type":"article","venue":"","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Transient (computer programming); Pipeline transport; Overpressure; Transient analysis; Standardization; Criticality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004678897,0.0011628,0.0008209223,0.002093651,0.0008130349,0.002081315,0.001958626,0.0009363886,0.006114549],"category_scores_gemma":[0.009557543,0.0009351964,0.002102153,0.001565774,0.001325391,0.001815106,0.001830899,0.001836153,0.00218183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107975,"about_ca_system_score_gemma":0.00240899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002201,"about_ca_topic_score_gemma":0.00217751,"domain_scores_codex":[0.9979631,0.0006551511,0.0002243355,0.0002735431,0.0007775483,0.0001062749],"domain_scores_gemma":[0.9962397,0.00188389,0.0002578775,0.0007037528,0.0008676259,0.00004714545],"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":[0.00004956621,0.0001174177,0.001229844,0.0005162618,0.0001118412,0.0002767454,0.0004478056,0.4195973,0.01315218,0.3732823,0.004133246,0.1870855],"study_design_scores_gemma":[0.00003084921,0.00008096027,0.0002779743,0.0001068634,0.00004626918,0.0001315782,0.0001017613,0.8101041,0.006151854,0.1504943,0.03243539,0.00003804623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002211472,0.000009718533,0.9990273,0.00001301356,0.000003969051,0.00003941272,0.00003759433,0.000194687,0.0004530983],"genre_scores_gemma":[0.02115948,0.00008604302,0.9770132,0.00002852504,0.0000134806,0.0004092472,0.0002416526,0.0002533029,0.0007950623],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006114549,"threshold_uncertainty_score":0.02474463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08511202911321901,"score_gpt":0.3629401183727621,"score_spread":0.2778280892595431,"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."}}