{"id":"W3161537925","doi":"10.1007/s10661-021-09114-x","title":"Water delivery system effects on coliform bacteria in tap water in First Nations reserves in Manitoba, Canada","year":2021,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cistern; Tap water; Environmental science; Water quality; Contamination; Coliform bacteria; Environmental engineering; Hydrology (agriculture); Biology; Ecology; Geography; Bacteria; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002660487,0.0001582035,0.0001681075,0.000064108,0.0001288719,0.00004477452,0.00009205853,0.00005548314,0.0001078979],"category_scores_gemma":[0.000004829835,0.0001229171,0.00001972597,0.00006949603,0.00003147169,0.0001753384,0.0002199351,0.000192346,0.00003217703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00277996,"about_ca_system_score_gemma":0.00001272148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1239393,"about_ca_topic_score_gemma":0.473391,"domain_scores_codex":[0.9985506,0.0001609162,0.0002832625,0.0003476613,0.0003222743,0.0003352722],"domain_scores_gemma":[0.9996554,0.00008677905,0.00002257871,0.0001549012,0.000001172003,0.00007911698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001132426,0.0001621546,0.9715144,0.00006341052,0.000004030208,0.00027323,0.0003697397,0.0003589513,0.02608615,0.00001156093,0.000009083456,0.001135935],"study_design_scores_gemma":[0.0006074628,0.00003345938,0.8725224,0.0001352853,0.00000267812,0.00000330144,0.001197633,0.0001287136,0.1241552,0.000005083202,0.001055711,0.0001530533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979905,0.0000175533,0.000001170207,0.0002764458,0.0003247748,0.0002578232,0.000008520792,0.000008490453,0.001114657],"genre_scores_gemma":[0.9993946,0.0000402742,0.00009082544,0.00002904667,0.00003693343,0.0001400901,0.00003763171,0.00001125856,0.0002193365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3494517,"threshold_uncertainty_score":0.8818945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174799085052389,"score_gpt":0.2203219873120362,"score_spread":0.2085739964615123,"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."}}