{"id":"W4230512963","doi":"10.3390/systems7030034","title":"Sustainability Assessment of Asset Management Decisions for Wastewater Infrastructure Systems—Implementation of a System Dynamics Model","year":2019,"lang":"en","type":"article","venue":"Systems","topic":"Water resources management and optimization","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Asset (computer security); Greenhouse gas; Environmental economics; Wastewater; Asset management; Business; Scenario analysis; System dynamics; Environmental science; Environmental resource management; Computer science; Environmental engineering; Economics; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004021207,0.0001805922,0.0003859702,0.0002293309,0.00003208043,0.00005355994,0.0002031526,0.00007792759,0.000002999214],"category_scores_gemma":[0.000002450324,0.0001603572,0.00008733097,0.0001737798,0.00001192402,0.0001513931,0.00006851313,0.00005094344,0.000001238042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006059433,"about_ca_system_score_gemma":0.00001968275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004251057,"about_ca_topic_score_gemma":0.000008355808,"domain_scores_codex":[0.9984599,0.00004652884,0.0007181953,0.0002121289,0.0003276712,0.0002356],"domain_scores_gemma":[0.9990793,0.00003558271,0.0002099819,0.0004283495,0.0002077008,0.00003903326],"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":[0.000008454726,0.00001081106,0.003567626,0.0105305,0.0001497355,4.13591e-7,0.0001813682,0.9697713,0.00007876034,0.01526434,0.0002330962,0.0002036502],"study_design_scores_gemma":[0.0006910264,0.00005146488,0.001180304,0.0002712532,0.00008013894,0.000001020325,0.01107094,0.986071,0.00006571257,0.00006458989,0.0003099915,0.0001425664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4728244,0.00005652086,0.5206783,0.000007260284,0.0006524083,0.003724103,0.0002069591,0.0001152232,0.001734754],"genre_scores_gemma":[0.9960375,0.000007881263,0.002957297,6.544813e-7,0.00001640686,0.0002452612,0.000281253,0.00003781351,0.0004159351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5232131,"threshold_uncertainty_score":0.6539176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005756570364327435,"score_gpt":0.2483100056528021,"score_spread":0.2425534352884747,"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."}}