{"id":"W2780633266","doi":"10.1093/acrefore/9780190632366.013.44","title":"Environmental Health Concerns From Unconventional Natural Gas Development","year":2017,"lang":"en","type":"reference-entry","venue":"Oxford Research Encyclopedia of Global Public Health","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; BTEX; Unconventional oil; Hydraulic fracturing; Natural gas; Environmental protection; Environmental engineering; Oil shale; Waste management; Xylene; Geology; Chemistry; Engineering; Petroleum engineering; Benzene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002704111,0.0008188919,0.001326849,0.00004975668,0.001518863,0.0001683752,0.002384673,0.0005746321,0.004893514],"category_scores_gemma":[0.0002065267,0.0007695197,0.0003182754,0.000353102,0.002127393,0.0005701201,0.002777508,0.00200902,0.0005096779],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01466892,"about_ca_system_score_gemma":0.004533184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01323465,"about_ca_topic_score_gemma":0.003221857,"domain_scores_codex":[0.9887869,0.0009345828,0.001592075,0.001624637,0.004310562,0.002751294],"domain_scores_gemma":[0.9951166,0.0001874037,0.001387572,0.001364489,0.00002709117,0.001916871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003661252,0.0005594387,0.05332955,0.000160976,0.0001315839,0.00001850339,0.000344783,0.00003915048,1.637836e-7,0.0001478733,0.1881072,0.7571241],"study_design_scores_gemma":[0.0006739271,0.0003013201,0.1119277,0.0002403221,0.000007164521,0.000009594158,0.0004086056,0.0001445193,1.907871e-7,0.0006410991,0.8851343,0.0005113229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.07623942,0.0243992,0.001521907,0.01419595,0.004560255,0.00383623,0.003724562,0.0001778058,0.8713447],"genre_scores_gemma":[0.06831073,0.7682649,0.0254583,0.001282923,0.00159705,0.000318318,0.00644464,0.0002309333,0.1280922],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7566128,"threshold_uncertainty_score":0.999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05307249592580034,"score_gpt":0.3410144175970803,"score_spread":0.28794192167128,"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."}}