{"id":"W4393930008","doi":"10.1371/journal.pwat.0000143","title":"Environmental factors associated with Escherichia coli concentration at freshwater beaches on Lake Winnipeg, Manitoba, Canada","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Environmental science; Geography; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005111085,0.0005869863,0.0002960229,0.0009527952,0.001539378,0.001170969,0.001017301,0.0002508599,0.001809826],"category_scores_gemma":[0.002557799,0.0003752509,0.0005457776,0.002134884,0.0007286206,0.0002563366,0.0008274367,0.0004346777,0.0001386306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02094813,"about_ca_system_score_gemma":0.02191196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944658,"about_ca_topic_score_gemma":0.9977259,"domain_scores_codex":[0.9994413,0.0001045531,0.00003592136,0.0001165454,0.0001245837,0.0001771245],"domain_scores_gemma":[0.9983365,0.0001578496,0.0003638263,0.00006127539,0.0007123247,0.0003682998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004015511,0.00001990049,0.9961517,0.00002554075,0.00006346167,0.00008000578,0.0004269796,0.0002528267,0.0002929584,0.00006264138,0.0005132062,0.002070396],"study_design_scores_gemma":[0.000004499955,0.00002158383,0.9975429,0.00003046903,0.0000278183,0.00003448454,0.001148182,0.0005228769,0.00007152084,0.0000267141,0.0005606152,0.000008475029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954748,0.0004302655,0.0002760014,0.000438364,0.00001368361,0.00006794265,0.002037497,0.00001844659,0.001243024],"genre_scores_gemma":[0.9973092,0.0002894936,0.0004803954,0.00008602499,0.000003261625,0.00003058652,0.0006983236,0.000006450656,0.001096385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02094813,"threshold_uncertainty_score":0.1519901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227664661680107,"score_gpt":0.1877216068209414,"score_spread":0.1649551406529307,"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."}}