{"id":"W2077374807","doi":"10.1023/b:wate.0000036796.15998.0f","title":"An Integrated Feasibility Study on Designing Remediation Systems for Petroleum-Contaminated Sites","year":2004,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Environmental remediation; Soil vapor extraction; Bioremediation; Petroleum; Environmental science; Waste management; Contamination; Oil refinery; Remedial action; Plan (archaeology); Petroleum engineering; Engineering; Biochemical engineering; Geology","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":[0.002581357,0.0006465326,0.0006869684,0.0005028949,0.001217668,0.0009683025,0.001193709,0.001446425,0.003427414],"category_scores_gemma":[0.003182031,0.0004363589,0.0007307415,0.0004212839,0.0006898166,0.001801629,0.0009247832,0.000585742,0.000339577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376481,"about_ca_system_score_gemma":0.00301103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008693589,"about_ca_topic_score_gemma":0.008140198,"domain_scores_codex":[0.9981458,0.000834513,0.0001047581,0.0002252451,0.0004448542,0.0002448429],"domain_scores_gemma":[0.9983678,0.0006603887,0.0001516171,0.0002135864,0.0004763404,0.0001302117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009578819,0.0130646,0.01928706,0.001298512,0.0001673102,0.00116996,0.002107004,0.08339352,0.7296811,0.00318122,0.001017053,0.1360539],"study_design_scores_gemma":[0.00307245,0.08165092,0.02851324,0.00007709397,0.0005087999,0.0006777974,0.005233202,0.1299823,0.7398652,0.002423476,0.007803048,0.0001923555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565358,0.00007315179,0.03797894,0.0001481264,0.00001696414,0.001319478,0.0001975871,0.0001116266,0.003618305],"genre_scores_gemma":[0.9572683,0.0001036933,0.04044228,0.00004143866,0.000008796587,0.000529338,0.0001642749,0.00001240791,0.00142955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008693589,"threshold_uncertainty_score":0.01728594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02360655157322654,"score_gpt":0.2546141712857082,"score_spread":0.2310076197124816,"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."}}