{"id":"W1759665983","doi":"10.1007/s00477-015-1156-8","title":"Probabilistic risk assessment of contaminant transport in groundwater and vapour intrusion following remediation of a contaminant source","year":2015,"lang":"en","type":"article","venue":"Stochastic Environmental Research and Risk Assessment","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Queen's University","funders":"","keywords":"Environmental remediation; Groundwater; Environmental science; Intrusion; Probabilistic logic; Computational intelligence; Water resource management; Contamination; Environmental chemistry; Environmental health; Computer science; Geology; Chemistry; Medicine; Geotechnical engineering; Artificial intelligence; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002016259,0.0007707256,0.0006444744,0.00108902,0.0003747001,0.0009755903,0.00100999,0.001079513,0.0008100955],"category_scores_gemma":[0.005793302,0.0005389096,0.0009578989,0.000744996,0.0007589712,0.0008414508,0.0009065343,0.0004643605,0.0000900814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001393527,"about_ca_system_score_gemma":0.0007747023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008473986,"about_ca_topic_score_gemma":0.004387628,"domain_scores_codex":[0.999346,0.0002675783,0.00002943958,0.0001159219,0.0001602349,0.00008083106],"domain_scores_gemma":[0.996024,0.002946835,0.0006136667,0.0001216095,0.0002323169,0.00006149506],"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":[0.0001228729,0.00002544317,0.002820877,0.00002033451,0.00003340254,0.00006019215,0.00001866233,0.9905288,0.001147429,0.002126119,0.00006011504,0.003035814],"study_design_scores_gemma":[0.000007935413,0.00008312376,0.001162582,0.000002640051,0.00003011497,0.00004114474,0.00001373673,0.9962828,0.00062487,0.001682586,0.00005922469,0.000009233966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8174173,0.0005971521,0.178406,0.0003131317,0.00001429419,0.00008264802,0.000269261,0.0001611978,0.002738963],"genre_scores_gemma":[0.9941339,0.0001511352,0.00457921,0.00001046431,0.000006643862,0.00003479688,0.00009328073,0.000009878446,0.0009806621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008473986,"threshold_uncertainty_score":0.01684934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225144268137345,"score_gpt":0.3044809249651648,"score_spread":0.2822294822837914,"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."}}