{"id":"W2169342017","doi":"10.1016/j.jenvman.2004.06.001","title":"Source tracking fecal bacteria in water: a critical review of current methods","year":2004,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":288,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada; University of Victoria","funders":"Canadian Centre for Applied Research in Cancer Control","keywords":"Ribotyping; Identification (biology); Source tracking; Biology; Tracking (education); Computational biology; Computer science; Biochemical engineering; Polymerase chain reaction; Ecology; Genetics; Engineering; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002983192,0.0004303701,0.001685495,0.0001961077,0.00004233917,0.00002778235,0.0006202922,0.0001252394,0.003497878],"category_scores_gemma":[0.00005376587,0.0002951718,0.0007512783,0.0001694709,0.000250953,0.0002770454,0.0006344081,0.0005959621,0.0001773706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350944,"about_ca_system_score_gemma":0.00001315858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005858178,"about_ca_topic_score_gemma":8.612535e-7,"domain_scores_codex":[0.9952547,0.000995254,0.002198366,0.0003820873,0.000779181,0.0003903915],"domain_scores_gemma":[0.9985799,0.0001244094,0.0007675258,0.0003449034,0.000004706185,0.0001785901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007784416,0.0005336936,0.00002509288,0.05464211,0.00005700574,0.00004430033,0.00008401069,0.000006563901,0.00002889301,0.00004471826,0.00008427491,0.9444416],"study_design_scores_gemma":[0.0003709004,0.0001288697,0.0005462113,0.07787225,0.000664763,0.00007494089,0.00002862081,0.000001764985,0.00005612504,0.0001572495,0.9197707,0.0003275962],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009642119,0.995567,0.002641025,0.00008931631,0.000413173,0.0006745934,0.00001048632,0.000005496855,0.0005025335],"genre_scores_gemma":[0.0003681812,0.995007,0.004248701,0.0001063356,0.00004811472,0.00002216518,0.00001851558,0.00003724835,0.0001437796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.944114,"threshold_uncertainty_score":0.9999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08161349054199708,"score_gpt":0.407003891121607,"score_spread":0.3253904005796099,"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."}}