{"id":"W2134486178","doi":"10.1016/j.watres.2006.09.003","title":"A rapid reverse transcription-PCR assay for F+ RNA coliphages to trace fecal pollution in Table Rock Lake on the Arkansas–Missouri border","year":2006,"lang":"en","type":"article","venue":"Water Research","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of British Columbia","keywords":"Coliphage; Fecal coliform; Feces; Contamination; Watershed; Environmental science; Pollution; Indicator bacteria; Table (database); Biology; Veterinary medicine; Environmental chemistry; Water pollution; Hydrology (agriculture); Ecology; Bacteriophage; Water quality; Chemistry; Geology; Escherichia coli","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":[0.0002921968,0.0004860805,0.0003374998,0.0008660379,0.0007927555,0.0004855449,0.0004190855,0.0004044485,0.002261616],"category_scores_gemma":[0.0003323143,0.0003227093,0.0002883859,0.0005396638,0.0003810702,0.0001584093,0.00022041,0.0007205029,0.0004819609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007858427,"about_ca_system_score_gemma":0.001411306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02775933,"about_ca_topic_score_gemma":0.07772084,"domain_scores_codex":[0.9995364,0.0000539627,0.00002968587,0.0001823949,0.0001070192,0.00009057829],"domain_scores_gemma":[0.9996887,0.00008194357,0.00005597299,0.00002082055,0.0001203304,0.00003208642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002563142,0.00009005947,0.01054754,0.0000919494,0.00001604179,0.00007847788,0.0002430048,0.0001659277,0.9806175,0.0001233762,0.0002502919,0.007519471],"study_design_scores_gemma":[0.0001727017,0.001872514,0.3080131,0.0001770203,0.000267742,0.0004706022,0.001867608,0.007588219,0.6511269,0.0002731022,0.0281195,0.00005104244],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931505,0.0006464516,0.05720418,0.0002384327,0.000112258,0.0004684586,0.004027929,0.0005827794,0.005214387],"genre_scores_gemma":[0.8627077,0.001006693,0.09648328,0.0005650799,0.00008618349,0.001067031,0.009859254,0.0001262507,0.02809856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02775933,"threshold_uncertainty_score":0.05519545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05853301172221236,"score_gpt":0.3325642350166477,"score_spread":0.2740312232944353,"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."}}