{"id":"W6993040356","doi":"","title":"A Novel modelling approach to predict risk of water quality failures in deteriorating water mains","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Mains electricity; Water quality; Prioritization; Process (computing); Water pipe; Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008204432,0.0001087039,0.0001790463,0.00011569,0.00002598115,0.0000221622,0.00008613888,0.00007432295,0.000008672211],"category_scores_gemma":[0.000005997429,0.0000725895,0.00003375279,0.00007037485,0.00000843532,0.0001032542,0.00003180379,0.00009741148,0.000005475026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003949282,"about_ca_system_score_gemma":0.000002299526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002637475,"about_ca_topic_score_gemma":0.0002134011,"domain_scores_codex":[0.9989836,0.00002286021,0.0004158033,0.0001441087,0.0001354894,0.0002981204],"domain_scores_gemma":[0.9997281,0.00001200476,0.00002006958,0.0001583464,0.00003032131,0.00005114152],"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":[0.00001003815,0.00001866042,0.00126117,0.00008936659,0.00001019833,4.724774e-7,0.00505318,0.8387726,0.1545874,0.00005025036,0.00001632502,0.0001303759],"study_design_scores_gemma":[0.0003011779,0.00001585241,0.0006718243,0.00003597672,0.000006046208,0.000001670796,0.000217869,0.8403103,0.1580249,0.00009555642,0.0001710226,0.0001478513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4642991,0.000002236831,0.5319681,0.000005768322,0.00004860171,0.0001149645,0.000005282315,0.0000400255,0.003516042],"genre_scores_gemma":[0.9154006,0.000001099259,0.08442727,0.000005544367,0.00005704449,0.00001253009,0.00001374342,0.00002200873,0.00006014735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4511016,"threshold_uncertainty_score":0.2960114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160306840661039,"score_gpt":0.2182131695821071,"score_spread":0.1966101011754967,"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."}}