{"id":"W2157347265","doi":"10.1002/etc.2619","title":"Hydraulic “Fracking”: Are surface water impacts an ecological concern?","year":2014,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University of Central Arkansas; National Science Foundation","keywords":"Environmental science; Hydraulic fracturing; Surface runoff; Surface water; Riparian zone; Ecosystem; Aquatic ecosystem; Hydrology (agriculture); Geology; Environmental engineering; Habitat; Petroleum engineering; Ecology; Geotechnical 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001993157,0.0003171049,0.000274204,0.000002135988,0.0002809663,0.00002434949,0.0002623501,0.0003566673,0.0110001],"category_scores_gemma":[0.000009852145,0.0002551354,0.0000601819,0.00002765723,0.001094592,0.0002070327,0.0004711928,0.0003125182,0.0004553395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000294318,"about_ca_system_score_gemma":0.000002117438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001772251,"about_ca_topic_score_gemma":0.000007484128,"domain_scores_codex":[0.9982504,0.00008191978,0.0002416849,0.0006445084,0.0002063687,0.0005750798],"domain_scores_gemma":[0.9991731,0.00004128503,0.00009542063,0.0003305102,4.468947e-7,0.0003592039],"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":[0.00004717323,0.0007433763,0.4227047,0.00001271687,0.00002311779,0.00003446082,0.0002778103,0.01280575,0.5605955,0.000004838036,0.0002216489,0.002528949],"study_design_scores_gemma":[0.001485537,0.0005274405,0.8367892,0.00000935324,0.00006411157,0.0002334249,0.00080316,0.01057298,0.1214655,0.0006674636,0.02636204,0.001019791],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942384,0.00004609045,0.0001841767,0.0002210568,0.00006373491,0.0001197692,0.000004931129,0.000057966,0.005063918],"genre_scores_gemma":[0.995766,0.0001041101,0.0009399981,0.001308659,0.00007298541,0.00001178417,0.00003628922,0.0000304105,0.001729809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4391299,"threshold_uncertainty_score":0.9999901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006109595291781281,"score_gpt":0.1990608394386998,"score_spread":0.1929512441469186,"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."}}