{"id":"W2291098719","doi":"10.14288/1.0050390","title":"Uncertainty in sustainable water quality management","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Water quality; Risk analysis (engineering); Environmental science; Business; Environmental resource management; Environmental planning; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0150352,0.000529314,0.001118252,0.002022745,0.002148508,0.008197892,0.001090943,0.002326285,0.001435082],"category_scores_gemma":[0.02792606,0.0004602952,0.0007832987,0.003018381,0.006127919,0.003910965,0.003668423,0.002409216,0.0001284127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01323281,"about_ca_system_score_gemma":0.008979707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02524565,"about_ca_topic_score_gemma":0.03091164,"domain_scores_codex":[0.9884978,0.006791156,0.0003443197,0.000625446,0.002674924,0.001066374],"domain_scores_gemma":[0.9798837,0.01588495,0.001690089,0.0003242387,0.001707957,0.0005089057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000930309,0.00006956259,0.009475564,0.0003838647,0.0001651238,0.0006543606,0.002131627,0.4978537,0.0003266644,0.4210097,0.004564859,0.06327191],"study_design_scores_gemma":[0.00001590164,0.00006636749,0.003462669,0.0003220481,0.00002840039,0.00006715321,0.00359563,0.1222375,0.0002263168,0.8563502,0.01355534,0.00007252488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4519911,0.02413457,0.2481088,0.07168999,0.0005525592,0.0004341562,0.0006874152,0.00009333827,0.202308],"genre_scores_gemma":[0.9872394,0.002838755,0.007654307,0.0004490176,0.0001082654,0.00008384081,0.00007633,0.00001276732,0.001537353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02524565,"threshold_uncertainty_score":0.09601122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005155331067626921,"score_gpt":0.1601748984469092,"score_spread":0.1550195673792822,"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."}}