{"id":"W4288061038","doi":"10.1016/j.watres.2022.118913","title":"Variation in the diversity of bacterial communities and potential sources of fecal contamination of beaches in the Huron to Erie corridor","year":2022,"lang":"en","type":"article","venue":"Water Research","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Gammaproteobacteria; Betaproteobacteria; Biology; Indicator bacteria; Dominance (genetics); Fecal coliform; Actinobacteria; Ecology; Alpha diversity; 16S ribosomal RNA; Geography; Species diversity; Bacteria; Water quality","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001934102,0.000140075,0.0001664062,0.000799068,0.0004857643,0.0005816616,0.0002150605,0.0002813854,0.0008563269],"category_scores_gemma":[0.0006787329,0.0001800762,0.0001309766,0.0006144617,0.0003832912,0.0001876355,0.0004785308,0.0002391778,0.0001534241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004241962,"about_ca_system_score_gemma":0.0002541314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03175822,"about_ca_topic_score_gemma":0.1045403,"domain_scores_codex":[0.9997185,0.00006470561,0.00001529522,0.00006320533,0.00005150311,0.00008680487],"domain_scores_gemma":[0.9994911,0.00007962134,0.0001534136,0.00002268528,0.0001339603,0.0001191534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004213192,0.00005032576,0.9726484,0.00001925947,0.00006476627,0.0001463969,0.001882751,0.0000942004,0.02100845,0.00007360526,0.00009847218,0.003492006],"study_design_scores_gemma":[0.000001187686,0.0000345717,0.9988688,0.000002246291,0.000002798782,0.00003493058,0.0007950217,0.00004659394,0.0001494966,0.00000601723,0.00005654144,0.000001731966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997614,0.00001638545,0.00001826769,0.000005903197,4.521494e-7,0.000001037934,0.00005103866,8.09588e-7,0.0001445497],"genre_scores_gemma":[0.9995613,0.00001872247,0.00005462386,0.000007540072,9.272957e-7,0.000002785975,0.0001120013,0.000001012788,0.0002412302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03175822,"threshold_uncertainty_score":0.06314671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05053287119197861,"score_gpt":0.2775586439318056,"score_spread":0.227025772739827,"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."}}