{"id":"W2560443772","doi":"10.2134/csa2015-60-9-2","title":"Do soils and geology always protect groundwater from bacterial contamination?","year":2015,"lang":"en","type":"article","venue":"CSA News","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water table; Groundwater; Geologist; Vadose zone; Surprise; Geology; Environmental science; Sociology; Geotechnical engineering; Paleontology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001078264,0.00008721361,0.0001234571,0.000005594239,0.0000632157,0.00005326707,0.0000901698,0.00009103305,0.000778469],"category_scores_gemma":[0.00001557461,0.00003085119,0.00002825652,0.00004940587,0.00005037493,0.0000934569,0.00002498662,0.00005542493,0.00007658808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009763566,"about_ca_system_score_gemma":0.000005639691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864698,"about_ca_topic_score_gemma":0.002012572,"domain_scores_codex":[0.9993655,0.00004878563,0.0001260961,0.0002082804,0.0001071529,0.0001441604],"domain_scores_gemma":[0.9997407,0.00004334576,0.00003249655,0.00003623811,0.00003363927,0.0001135361],"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":[0.0003873794,0.0002619607,0.3614891,0.000005133931,0.00003266113,0.00002750569,0.001368058,7.629833e-7,0.4133138,0.0007342313,0.01127322,0.2111061],"study_design_scores_gemma":[0.0009846453,0.0005054687,0.8267911,0.000008943137,0.0000132904,0.000005635367,0.0005105163,0.00001845552,0.005165031,0.002005825,0.1637683,0.0002227988],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966028,0.00005476754,0.000008118029,0.001627472,0.0003281891,0.0001759471,0.00001040733,0.00004683574,0.001145439],"genre_scores_gemma":[0.9986237,0.00001239794,0.00004070571,0.0003817818,0.0003562967,0.00002107567,0.0001341308,6.003052e-7,0.0004292558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.465302,"threshold_uncertainty_score":0.852369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04043519532239512,"score_gpt":0.2249910512238936,"score_spread":0.1845558559014985,"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."}}