{"id":"W4403624098","doi":"10.1139/cjm-2023-0147","title":"Somatic coliphages as bioindicators of contamination in Lake Guamuez, Colombia","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioindicator; Contamination; Water quality; Biology; Wastewater; Environmental science; Livestock; Veterinary medicine; Ecology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001818814,0.0003505253,0.0003192782,0.0009048937,0.0005440403,0.0008464628,0.0001699586,0.0002287868,0.0005940155],"category_scores_gemma":[0.0005752389,0.0001062915,0.0001397641,0.0008333895,0.0002767306,0.0002097797,0.0005452,0.0001533909,0.00006254167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014532,"about_ca_system_score_gemma":0.0008383628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1303553,"about_ca_topic_score_gemma":0.2348583,"domain_scores_codex":[0.9996649,0.00004890839,0.00002509395,0.00007339038,0.0001107339,0.00007693168],"domain_scores_gemma":[0.9997701,0.00002826011,0.00007750197,0.000007605445,0.00007853768,0.00003807415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004674224,0.000117294,0.8637611,0.0003314897,0.00007284147,0.0005779517,0.002362052,0.0002560877,0.1117508,0.0001198931,0.000229428,0.01995367],"study_design_scores_gemma":[0.000004359733,0.0001640847,0.9916267,0.00002499623,0.0000371509,0.0001253574,0.002035038,0.0002750974,0.004761874,0.00002779244,0.0009048835,0.00001261371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982821,0.0003693735,0.0001140109,0.00003494947,0.000004183708,0.0000200724,0.000283634,0.000007116129,0.0008846857],"genre_scores_gemma":[0.9989246,0.0001928555,0.0003143014,0.00001947157,0.000001706451,0.000008631734,0.0001831601,0.000001608402,0.000353701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1303553,"threshold_uncertainty_score":0.2591931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007988851146299743,"score_gpt":0.2291378957275631,"score_spread":0.2211490445812634,"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."}}