{"id":"W7027442116","doi":"","title":"Contaminant intrusion in water distribution systems : advanced modelling approaches","year":2013,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Intrusion; Reliability (semiconductor); Groundwater; Contamination; Water quality; Seawater intrusion","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006566472,0.001050494,0.0008843215,0.001185259,0.0007156739,0.001891179,0.001771492,0.001652515,0.002272124],"category_scores_gemma":[0.001661085,0.0005654878,0.001469668,0.00145808,0.0006531003,0.001597201,0.001252117,0.001354059,0.0004008726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568462,"about_ca_system_score_gemma":0.001516938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02616243,"about_ca_topic_score_gemma":0.01305401,"domain_scores_codex":[0.9995851,0.0001272977,0.0000297051,0.00006149778,0.0001528297,0.00004359502],"domain_scores_gemma":[0.9993924,0.0003233273,0.0000992385,0.00003028676,0.0001346967,0.00001994743],"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":[0.0000047297,0.00001126157,0.0002660205,0.0000378383,0.00001031877,0.00003580685,0.00003514689,0.9830079,0.0003250185,0.01080197,0.0001771793,0.005286844],"study_design_scores_gemma":[0.000001723877,0.000006402573,0.00006283454,0.00001014916,0.000004719998,0.00001007214,0.00001342176,0.9927502,0.0001014196,0.00605956,0.0009748004,0.000004619532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01458974,0.001725877,0.9699265,0.0004384508,0.00006348284,0.0001007495,0.0003187815,0.0002472105,0.01258927],"genre_scores_gemma":[0.7592651,0.008340342,0.2161258,0.0001910875,0.0002410862,0.000617057,0.0007285284,0.0001529739,0.01433793],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02616243,"threshold_uncertainty_score":0.05202025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008623237832903993,"score_gpt":0.130547602793333,"score_spread":0.121924364960429,"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."}}