{"id":"W4403907123","doi":"10.1016/j.jconhyd.2024.104452","title":"Optimized survey design for the joint use of direct current resistivity and induced polarization: Monitoring of DNAPL source zone evolution at a virtual field site","year":2024,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Ministry of Education and Child Care","funders":"National Key Research and Development Program of China; China Scholarship Council; Nanjing University; Government of Jiangsu Province; National Natural Science Foundation of China","keywords":"Aquifer; Induced polarization; Soil science; Environmental science; Geology; Remote sensing; Groundwater; Electrical resistivity and conductivity; Geotechnical engineering; Engineering","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":[0.0004314363,0.0005404843,0.0003493428,0.0006187765,0.0003169892,0.0006121855,0.0006677443,0.0005597811,0.002710451],"category_scores_gemma":[0.001139497,0.0003959383,0.0002310929,0.0004621192,0.000254943,0.0003489956,0.0004540624,0.0002410987,0.0009034722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005093652,"about_ca_system_score_gemma":0.001302453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005033452,"about_ca_topic_score_gemma":0.01119975,"domain_scores_codex":[0.9995475,0.0001118334,0.00001904292,0.0001268038,0.000113203,0.00008149981],"domain_scores_gemma":[0.9993145,0.0001192562,0.00009154408,0.00007574795,0.0003453184,0.00005359586],"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":[0.00173234,0.0005575863,0.03947461,0.0002562031,0.0001067766,0.0002211076,0.0003501349,0.1443369,0.5648452,0.002776231,0.003408715,0.2419343],"study_design_scores_gemma":[0.0003709096,0.001490857,0.06990554,0.00002419528,0.0001068922,0.0003533007,0.0003168912,0.7078223,0.2108358,0.001127862,0.007523153,0.0001224138],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.248585,0.00003132825,0.7457785,0.00009497694,0.00002316977,0.0002795142,0.0007538307,0.002335246,0.002118482],"genre_scores_gemma":[0.7668951,0.0000178899,0.2310233,0.00004499782,0.000007320188,0.0002691486,0.0003782626,0.00009114749,0.001272739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005033452,"threshold_uncertainty_score":0.01000834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06054752066685124,"score_gpt":0.2769533789704937,"score_spread":0.2164058583036425,"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."}}