{"id":"W2087776151","doi":"10.3826/jhr.2008.3015","title":"A transient 2-D water quality model for pipeline systems","year":2008,"lang":"en","type":"article","venue":"Journal of Hydraulic Research","topic":"Water Systems and Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Turbulence; Mechanics; Advection; Transient (computer programming); Flow (mathematics); Diffusion; Physics; Thermodynamics; Computer science","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":[0.00237164,0.0000894853,0.000271714,0.0002441592,0.0001102025,0.00004383323,0.0001907233,0.00007429186,0.000006953191],"category_scores_gemma":[0.00003799354,0.00005751304,0.0001155822,0.0001109122,0.00003285271,0.0001986463,0.00001251037,0.000270219,0.00001110304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013927,"about_ca_system_score_gemma":0.00004497034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003140375,"about_ca_topic_score_gemma":0.00001204871,"domain_scores_codex":[0.9981776,0.0001065729,0.000650852,0.00008692491,0.0006252331,0.0003528145],"domain_scores_gemma":[0.9990276,0.00006556996,0.00004196146,0.0001545047,0.0005805001,0.0001298908],"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":[0.0000488515,0.00003007964,0.00002275976,0.0001832543,0.00002765798,0.00001672501,0.00204361,0.9569374,0.003122463,0.00003879931,0.03742645,0.0001019993],"study_design_scores_gemma":[0.0006659217,0.00008391747,0.00004760223,0.00004983035,0.000004743997,0.0001375107,0.0000934366,0.9828708,0.002994146,0.00006240542,0.01290798,0.00008174877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2598827,0.0008499833,0.7353148,0.0004320362,0.0005300583,0.0004275123,0.000008229225,0.00003401258,0.002520684],"genre_scores_gemma":[0.9954386,0.0001583665,0.0007859552,0.000008256608,0.0003944882,0.00001810164,0.0000035577,0.00002716849,0.003165486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7355559,"threshold_uncertainty_score":0.2345314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1621392456603391,"score_gpt":0.3551557038013353,"score_spread":0.1930164581409961,"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."}}