{"id":"W2948229156","doi":"","title":"Investigation of the presence and impact of environmentally-adapted Escherichia coli in private well water in southeastern Ontario","year":2018,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"Escherichia coli; Environmental science; Environmental chemistry; Business; Chemistry; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001021621,0.0001999452,0.000255974,0.0001124223,0.00004607301,0.00001416008,0.0003531003,0.0001882433,0.00129613],"category_scores_gemma":[0.000006450874,0.0001526545,0.00008168784,0.0002249461,0.0002896597,0.0006469371,0.000290607,0.0002521189,0.0000213878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375926,"about_ca_system_score_gemma":0.00005733658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1501677,"about_ca_topic_score_gemma":0.04711483,"domain_scores_codex":[0.9987343,0.0002516371,0.0002337423,0.0003209117,0.0002645164,0.0001948828],"domain_scores_gemma":[0.9994085,0.00002700118,0.0002230104,0.0002601962,0.000004882988,0.00007634144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002154269,0.00004515914,0.9836321,0.00004764753,0.00001345293,0.000003788266,0.01177839,0.00006001533,0.003946383,0.0000225086,0.0002071607,0.00002792021],"study_design_scores_gemma":[0.0004369338,0.00008521046,0.9541404,0.0001073806,0.00001496251,3.595409e-8,0.0008737895,0.00002329721,0.04327414,0.000169521,0.0007113823,0.0001629461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961225,0.000001429808,0.000002980401,0.0006049761,0.00004284761,0.0004078226,0.00001622048,0.000009340319,0.002791839],"genre_scores_gemma":[0.9590203,0.00001016817,0.0001602522,0.00001762975,0.000003454799,8.365266e-7,0.0001031852,0.00001339078,0.04067079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030528,"threshold_uncertainty_score":0.9996168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007863814172218684,"score_gpt":0.1813086861287069,"score_spread":0.1734448719564882,"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."}}