{"id":"W3137410161","doi":"10.1139/er-2020-0090","title":"Sustainable, resilient, and reliable urban water systems: making the case for a “one water” approach","year":2021,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"","keywords":"Urbanization; Environmental planning; Business; Government (linguistics); Environmental resource management; Population; Integrated water resources management; Water resources; Service (business); Stakeholder; Sustainability; Stormwater; Environmental economics; Environmental science; Economic growth; Surface runoff; Ecology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001052903,0.0002626706,0.000318855,0.00002762509,0.0007711561,0.0001465633,0.0002426628,0.00006237836,0.0004640013],"category_scores_gemma":[0.00002077136,0.0001485726,0.0001165755,0.00008641092,0.0002636845,0.0003431199,0.0009408823,0.000140081,0.0005653366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004185501,"about_ca_system_score_gemma":0.000002424959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376437,"about_ca_topic_score_gemma":0.00001301837,"domain_scores_codex":[0.9977384,0.0002069929,0.0004564697,0.0006437088,0.0002240617,0.0007303435],"domain_scores_gemma":[0.9990808,0.00002818805,0.00007925746,0.0007110088,0.00000117994,0.00009953333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002284947,0.003701828,0.05442067,0.004378766,0.0006526541,0.004232236,0.02893744,0.002791076,0.090883,0.005495224,0.7914659,0.0128127],"study_design_scores_gemma":[0.0003357553,0.00004404027,0.0003986096,0.0000311512,0.0001399618,0.0004332172,0.002153821,0.0007713603,0.00116481,0.0001235184,0.994121,0.0002827169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8150058,0.0773911,0.02481899,0.003566833,0.0008195193,0.01951769,0.00007971851,0.0002665241,0.05853376],"genre_scores_gemma":[0.9067265,0.001570383,0.003035791,0.0005095762,0.0001030479,0.001229503,0.0001235974,0.00005697877,0.08664457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2026551,"threshold_uncertainty_score":0.7266447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336446199640897,"score_gpt":0.2274024594581965,"score_spread":0.2040379974617875,"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."}}