{"id":"W18357355","doi":"10.2166/ws.2002.0109","title":"An integrated approach to assess the causes of water quality failures in the distribution system of Caen","year":2002,"lang":"en","type":"article","venue":"Water Science & Technology Water Supply","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Natural Sciences and Engineering Research Council of Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal","keywords":"Quality (philosophy); Water quality; Distribution (mathematics); Water supply; Environmental science; Computer science; Water resource management; Risk analysis (engineering); Business; Environmental engineering; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007859403,0.0008115677,0.0007473069,0.005743964,0.0007091654,0.001930638,0.0008126554,0.0009074753,0.003968794],"category_scores_gemma":[0.002727522,0.0003180232,0.0007625503,0.003040475,0.0003596705,0.001287925,0.001238889,0.0005768028,0.0002350901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002102282,"about_ca_system_score_gemma":0.002231308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04453801,"about_ca_topic_score_gemma":0.06372057,"domain_scores_codex":[0.9990073,0.0002028075,0.00007489384,0.0002578832,0.0003238283,0.0001333392],"domain_scores_gemma":[0.9987906,0.0002900148,0.0001975379,0.00005593097,0.0005465175,0.0001194774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000804749,0.0007535695,0.4054596,0.0005093439,0.001124555,0.001140952,0.002018182,0.2200486,0.01919856,0.009676864,0.002460752,0.3368042],"study_design_scores_gemma":[0.0000917675,0.0005316074,0.154381,0.00006183081,0.0004864353,0.0003442051,0.001738599,0.8269106,0.004314408,0.006550846,0.004502785,0.00008599598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7203701,0.0005934375,0.2576811,0.0005430442,0.00005081101,0.0009044735,0.002672378,0.0008283982,0.01635622],"genre_scores_gemma":[0.917679,0.0002060281,0.07647135,0.00005505965,0.00002316477,0.0002281567,0.001240894,0.00003589075,0.004060464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04453801,"threshold_uncertainty_score":0.08855754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881864478176481,"score_gpt":0.2805130583799515,"score_spread":0.2416944135981867,"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."}}