{"id":"W2114661815","doi":"10.1190/1.1649375","title":"In-situ apparent conductivity measurements and microbial population distribution at a hydrocarbon-contaminated site","year":2004,"lang":"en","type":"article","venue":"Geophysics","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre de Géomatique du Québec","funders":"Western Michigan University; Office of Research and Development; U.S. Environmental Protection Agency; National Science Foundation","keywords":"Conductivity; Soil science; Contamination; Electrical resistivity and conductivity; Population; Biodegradation; Microbial population biology; Environmental chemistry; In situ; Geology; Mineralogy; Environmental science; Chemistry; Ecology; Bacteria; 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":[0.0001184474,0.0002267042,0.000245045,0.0005652145,0.0002592709,0.0004769328,0.0002194149,0.0002977512,0.0003793808],"category_scores_gemma":[0.0003005152,0.0001197037,0.000137123,0.000401561,0.0002303321,0.0002814525,0.0002661965,0.0001782727,0.0001220491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002281801,"about_ca_system_score_gemma":0.0001359615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002623871,"about_ca_topic_score_gemma":0.003088206,"domain_scores_codex":[0.9998215,0.00002592818,0.00001171239,0.00005176617,0.00006148757,0.00002768181],"domain_scores_gemma":[0.9997787,0.00004691063,0.00006926637,0.000009252477,0.0000680205,0.00002789759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002742137,0.0001041513,0.1582865,0.0000467764,0.00002697487,0.0002741654,0.0003695034,0.001049455,0.8355474,0.00003613011,0.00002463376,0.003960155],"study_design_scores_gemma":[0.00002667021,0.00079542,0.6559611,0.00001477252,0.00006213736,0.0005477705,0.001447904,0.008694199,0.3315962,0.0001333134,0.0006876274,0.00003288849],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994405,0.000008872989,0.0003312264,0.000003901029,5.992842e-7,0.000001945082,0.00006031464,0.000006097288,0.0001465609],"genre_scores_gemma":[0.9993122,0.00001869023,0.0004308294,0.000004651185,0.000001290313,0.000002675172,0.00008484852,0.00000233978,0.0001424333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002623871,"threshold_uncertainty_score":0.005217195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01969194100764681,"score_gpt":0.2291311996622444,"score_spread":0.2094392586545976,"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."}}