{"id":"W3088446125","doi":"10.1061/(asce)wr.1943-5452.0001297","title":"Performance Assessment Framework for Small Water Systems: Case Study in British Columbia","year":2020,"lang":"en","type":"article","venue":"Journal of Water Resources Planning and Management","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of British Columbia; Okanagan University College; University of British Columbia, Okanagan Campus","funders":"","keywords":"Performance indicator; Water quality; Performance management; Performance measurement; Environmental resource management; Operations management; Environmental science; Computer science; Environmental planning; Business; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001005756,0.0001019788,0.0002489323,0.00003804118,0.0001891384,0.000423576,0.0001648511,0.00004178688,0.00008212857],"category_scores_gemma":[0.000003504822,0.00008935132,0.00004490816,0.0000542925,0.00003633284,0.0001477158,0.0002201871,0.0001914608,0.000005655191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000849545,"about_ca_system_score_gemma":0.00000188749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002521827,"about_ca_topic_score_gemma":0.00057626,"domain_scores_codex":[0.9985823,0.0001288133,0.0005159363,0.0002123768,0.0002698663,0.0002906777],"domain_scores_gemma":[0.9996182,0.00002469454,0.0001191696,0.00009201989,0.00000990055,0.0001359896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001048383,0.0004227058,0.8989033,0.0005491133,0.0001967319,0.007205486,0.05109314,0.03491253,0.00008668018,0.00000427635,0.002055029,0.004466166],"study_design_scores_gemma":[0.009093848,0.006281544,0.5203363,0.001517389,0.0005172035,0.004289687,0.1299279,0.01984083,0.0002024808,0.0002772948,0.3064219,0.001293671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962705,0.00003853342,0.002282276,0.0005042633,0.0001326593,0.0005497303,0.000003380033,0.0000120239,0.0002065985],"genre_scores_gemma":[0.9964009,0.00001956424,0.002761515,0.0003165945,0.00008550663,0.00004429838,0.000001914573,0.00001145381,0.0003582692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.378567,"threshold_uncertainty_score":0.4084553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137785986057938,"score_gpt":0.2810764669846578,"score_spread":0.2396986071240784,"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."}}