{"id":"W2054189542","doi":"10.1139/s02-009","title":"Feasibility modeling of passive soil vapor extraction","year":2002,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Soil vapor extraction; Extraction (chemistry); Mass transfer; Environmental remediation; Environmental science; Transient (computer programming); Flow (mathematics); Water vapor; Process (computing); Process engineering; Mechanics; Materials science; Contamination; Computer science; Chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002837352,0.00007193496,0.0001129633,0.00005457152,0.000086794,0.00001566726,0.0001149333,0.00001832061,0.0001654179],"category_scores_gemma":[0.000030129,0.0000591971,0.00003648828,0.0001019003,0.0002062034,0.0004717681,0.00007226848,0.0000870259,0.000006087798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001314165,"about_ca_system_score_gemma":0.00000224381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007491221,"about_ca_topic_score_gemma":7.380798e-7,"domain_scores_codex":[0.9991447,0.000007015745,0.0002344968,0.0001183498,0.0003701772,0.0001252351],"domain_scores_gemma":[0.9997157,0.00001825727,0.0001087613,0.00007429689,0.000005321815,0.00007764167],"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":[0.00001239524,0.0002163054,0.03596198,0.00001311036,0.00001443064,0.00001316312,0.001531193,0.2672112,0.6568509,0.00002068434,0.00003773374,0.038117],"study_design_scores_gemma":[0.0005565687,0.0002184302,0.2504881,0.00003132651,0.00002741917,0.0001822481,0.0005885038,0.7348002,0.01237608,0.00003500106,0.0004944875,0.0002016255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868984,0.0001476407,0.01257204,0.0000427305,0.0001095066,0.00003169178,0.000001265464,0.000003398479,0.000193365],"genre_scores_gemma":[0.9988728,0.0001013567,0.0008476792,0.000009250497,0.00001634948,6.582117e-7,5.569125e-8,0.000003172561,0.0001486832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6444747,"threshold_uncertainty_score":0.2413988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435955666000084,"score_gpt":0.2046231154197317,"score_spread":0.1902635587597309,"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."}}