{"id":"W3048302834","doi":"10.1061/9780784483213.025","title":"Keeping the Water Moving: Solving Pressure Problems with Multiple Constraints in Stillwater, Oklahoma","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stillwater (Canada)","funders":"","keywords":"Computer science; Mathematical optimization; Environmental science; Mathematics","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":[0.0001056884,0.0001716626,0.0001884959,0.00002666481,0.00005298551,0.00008767474,0.0001633261,0.00005889414,0.00004580316],"category_scores_gemma":[0.0000220845,0.00008749827,0.00002921243,0.0001330027,0.00003612264,0.0001568503,0.00005146409,0.0001658509,0.00003453598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001222872,"about_ca_system_score_gemma":0.000007952848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000629576,"about_ca_topic_score_gemma":0.0003061161,"domain_scores_codex":[0.9990628,0.00002866217,0.000285951,0.0002072324,0.000133441,0.000281865],"domain_scores_gemma":[0.9996988,0.00002784435,0.00002541749,0.0001395999,0.00004128817,0.00006703291],"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":[0.00001429714,0.000008400069,0.01012115,0.0003234192,0.00003599798,0.00001857297,0.006406695,0.9761041,0.00476835,0.000005153841,0.001303534,0.0008903073],"study_design_scores_gemma":[0.000638044,0.00002341612,0.0008373324,0.000126986,0.00001851872,0.00001165583,0.0002644209,0.9769621,0.005427208,0.000007079852,0.01546299,0.0002202193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5528986,0.003643047,0.41054,0.0151135,0.002206848,0.005012807,0.0001059293,0.002910601,0.0075686],"genre_scores_gemma":[0.9985582,0.00002094772,0.0007262873,0.0001575537,0.0002811749,0.00003907516,0.00002239805,0.00004405508,0.0001503684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4456595,"threshold_uncertainty_score":0.3568076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168158512085955,"score_gpt":0.1748091635717224,"score_spread":0.1631275784508628,"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."}}