{"id":"W2970754638","doi":"10.24908/iqurcp.9366","title":"An Evaluation of Microbial Contamination in Ontario Beach Waters: qPCR Vercus Culture for Enterococcus","year":2018,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contamination; Environmental science; Sample (material); Biology; Real-time polymerase chain reaction; Enterococcus; Filtration (mathematics); Polymerase chain reaction; DNA; Veterinary medicine; Chemistry; Ecology; Chromatography; Mathematics; Bacteria; Statistics; Genetics; Gene; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001183441,0.0006118075,0.0004706171,0.001026964,0.001157908,0.0009645738,0.0004319551,0.0004073894,0.002434864],"category_scores_gemma":[0.001493635,0.0003751568,0.0004258482,0.001581971,0.0007393904,0.0003138982,0.0006768652,0.0004976831,0.0007850818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003800042,"about_ca_system_score_gemma":0.004035756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4156487,"about_ca_topic_score_gemma":0.6876982,"domain_scores_codex":[0.9981719,0.0001240512,0.0000661432,0.0002088718,0.001301231,0.0001276927],"domain_scores_gemma":[0.9988691,0.0001199599,0.0001332066,0.00004863403,0.0007596237,0.00006938277],"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":[0.0003556884,0.0002013369,0.1611822,0.0003539633,0.0000356472,0.0002367139,0.002546353,0.0005126854,0.7988247,0.0001900759,0.001151492,0.03440912],"study_design_scores_gemma":[0.00002873762,0.001670638,0.749258,0.0001151553,0.0001012499,0.0003126672,0.003208727,0.002888568,0.2283006,0.000116131,0.01390975,0.00008971309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650292,0.0008455328,0.01252026,0.0003090488,0.00006583449,0.0005156468,0.003358443,0.0002212387,0.01713479],"genre_scores_gemma":[0.9133435,0.002141448,0.03692888,0.0002515209,0.00002041346,0.0004699274,0.004877558,0.0001047384,0.04186207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5843513,"threshold_uncertainty_score":0.8264586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153035855368382,"score_gpt":0.3960482150650623,"score_spread":0.2430123596966803,"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."}}