{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007584551,0.00007172532,0.0003582598,0.00006618739,0.00003887097,0.00007029868,0.0001504813,0.0002856446,0.00006903143],"category_scores_gemma":[9.896727e-7,0.0001984423,0.00005236075,0.00008892197,0.00003908756,0.0001595189,0.00004740163,0.0001210508,0.00003258503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001301517,"about_ca_system_score_gemma":0.000007670299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1313902,"about_ca_topic_score_gemma":0.1562877,"domain_scores_codex":[0.999227,0.00002890851,0.0001490185,0.0002466926,0.000127961,0.0002204354],"domain_scores_gemma":[0.9996639,0.000004326903,0.00006597606,0.00018531,0.00003113639,0.00004927899],"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":[0.000005948444,0.00009333767,0.0004970562,0.002747901,0.0001145224,0.0001076945,0.0005078577,0.7747504,0.00005837024,0.000007269873,0.1259857,0.09512401],"study_design_scores_gemma":[0.001180907,0.00003472498,0.01140815,0.002778813,0.00004109482,0.00002205434,0.0009746901,0.9530161,0.000002096582,0.000009929758,0.02993524,0.0005961733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3708943,0.003461431,0.5301887,0.00001290301,0.002086507,0.002685588,0.0008553058,0.0009294473,0.08888577],"genre_scores_gemma":[0.9069847,0.0003657663,0.0002847389,4.875906e-7,0.00004922271,0.000003326004,0.0005586718,0.0001228891,0.09163013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5360905,"threshold_uncertainty_score":0.8743939,"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."}}