{"id":"W4383224603","doi":"10.1080/1573062x.2023.2229298","title":"Performance Assessment Method for Small- and Medium-Sized Urban Water Systems: Development and Implementation","year":2023,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water resources management and optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Performance indicator; Stormwater; Stormwater management; Performance management; Computer science; Environmental economics; Environmental science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009009157,0.0009996373,0.0007474002,0.003743377,0.0007259844,0.001513175,0.0008650697,0.0005627681,0.002012932],"category_scores_gemma":[0.02047744,0.0002993879,0.0006317695,0.003146289,0.0005665435,0.001819327,0.00123902,0.0008350831,0.0005630954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381782,"about_ca_system_score_gemma":0.002451092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00299932,"about_ca_topic_score_gemma":0.003495279,"domain_scores_codex":[0.9935452,0.002303913,0.0005083509,0.0005177157,0.002956097,0.0001687101],"domain_scores_gemma":[0.986852,0.005978765,0.001774907,0.00057919,0.004534333,0.0002808141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005411432,0.001058875,0.08355171,0.0009854512,0.0002413619,0.0001605967,0.001503283,0.06957126,0.01808582,0.007879382,0.004014287,0.8124069],"study_design_scores_gemma":[0.0001850614,0.002805536,0.1159284,0.0003747965,0.0001496936,0.0004071937,0.003399306,0.8059608,0.03836857,0.01381106,0.01830716,0.0003024789],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1816086,0.0002646757,0.7991687,0.0003848614,0.00007835274,0.001831791,0.0008075844,0.00130356,0.01455181],"genre_scores_gemma":[0.6132242,0.0001889144,0.3832047,0.00004148743,0.00001977586,0.001262353,0.0005239137,0.00005613539,0.001478382],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009009157,"threshold_uncertainty_score":0.04764551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727839027692874,"score_gpt":0.2519969279259108,"score_spread":0.234718537648982,"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."}}