{"id":"W2940110679","doi":"10.1080/00288330.2019.1602060","title":"Faecal indicator bacteria in New Zealand freshwater fish: a pilot study","year":2019,"lang":"en","type":"article","venue":"New Zealand Journal of Marine and Freshwater Research","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Business, Innovation and Employment; McGill University; University of Canterbury","keywords":"Indicator bacteria; Fish <Actinopterygii>; Biology; Feces; Water column; Zoology; Bacteria; Freshwater fish; Water quality; Ecology; Fecal coliform; Fishery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000824197,0.001097503,0.0006930775,0.001331129,0.00120243,0.0005080655,0.00032807,0.0006816324,0.001666441],"category_scores_gemma":[0.001362094,0.00042849,0.0006855488,0.0007737022,0.001233485,0.00050679,0.0007014036,0.0005079875,0.0005091752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001150737,"about_ca_system_score_gemma":0.001141194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0540167,"about_ca_topic_score_gemma":0.08626789,"domain_scores_codex":[0.999285,0.0001132699,0.00006309531,0.0001840973,0.0002612194,0.00009327906],"domain_scores_gemma":[0.9990271,0.0001037206,0.0001910567,0.00006576418,0.000331465,0.0002809311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003399949,0.00335375,0.5679947,0.0006869016,0.0001422634,0.005652362,0.00806314,0.0002574507,0.3855545,0.0001493287,0.0003667014,0.02437898],"study_design_scores_gemma":[0.000246414,0.0176409,0.9632362,0.00002704724,0.0001391594,0.002619221,0.002590513,0.0002806768,0.01011212,0.00005944378,0.002996795,0.0000516071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986892,0.0000774712,0.0002421263,0.00002691737,0.000006024813,0.000193538,0.00009829357,0.00000531406,0.0006611506],"genre_scores_gemma":[0.9944506,0.0003813034,0.002003234,0.0001007879,0.00001833055,0.0003145617,0.0003976986,0.000006128469,0.002327314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0540167,"threshold_uncertainty_score":0.1074046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05075966091336984,"score_gpt":0.3146304119112651,"score_spread":0.2638707509978953,"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."}}