{"id":"W2604184361","doi":"10.1111/wej.12248","title":"Performance management of small water treatment plant operations: a decision support system","year":2017,"lang":"en","type":"article","venue":"Water and Environment Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; Brock University; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fault tree analysis; Decision support system; Decision tree; Computer science; Risk analysis (engineering); Event (particle physics); Reliability engineering; Engineering; Process management; Data mining; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001348114,0.0001138361,0.0001351121,0.00003863142,0.0002692936,0.0001152288,0.00009271846,0.00003287641,0.00004628505],"category_scores_gemma":[8.574778e-8,0.00005924164,0.00003204541,0.000002495155,0.00001733151,0.0002144328,0.00004483521,0.00003801758,0.00003592529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008152255,"about_ca_system_score_gemma":9.360567e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006532454,"about_ca_topic_score_gemma":0.0000026898,"domain_scores_codex":[0.9993797,0.000007827332,0.0002489996,0.00008968056,0.0001042168,0.0001695685],"domain_scores_gemma":[0.9997212,0.000001086714,0.0000196604,0.0001937802,0.000003831129,0.00006044327],"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":[0.00007972246,0.00009776161,0.007672172,0.0005619076,0.0004314854,0.0001800581,0.003240277,0.9522656,0.005019443,0.00004503694,0.0002502627,0.03015632],"study_design_scores_gemma":[0.006628061,0.001119176,0.03423825,0.001144543,0.0004159789,0.001581214,0.0007958172,0.5989225,0.3081292,0.00003428945,0.04603571,0.0009552702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882374,0.00005872453,0.009527884,0.00003213411,0.0003171526,0.0001477646,0.000006163828,0.00001599911,0.001656823],"genre_scores_gemma":[0.9952419,0.001725156,0.002110124,0.000002122561,0.0000606135,0.00001318947,0.00001979014,0.00001331074,0.0008137759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3533431,"threshold_uncertainty_score":0.2415804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166098614883969,"score_gpt":0.1723095077236839,"score_spread":0.1606485215748442,"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."}}