{"id":"W2058832861","doi":"10.1007/s10661-006-5031-4","title":"Characterization of Escherichia Coli Isolates from Different Fecal Sources by Means of Classification Tree Analysis of Fatty Acid Methyl Ester (Fame) Profiles","year":2006,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Vlaamse regering","keywords":"Escherichia coli; Biology; Fatty acid methyl ester; Sewage; Raw material; Principal component analysis; Food science; Mathematics; Ecology; Statistics; Environmental science; Biochemistry; Environmental engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001448034,0.0001549289,0.0003222045,0.0000516866,0.00005376534,0.0000155398,0.0001032581,0.00006790918,0.0001789326],"category_scores_gemma":[0.000002356717,0.0001323898,0.00008771091,0.0001167184,0.0001842402,0.0001450114,0.00008890604,0.00007797719,0.000001364561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149456,"about_ca_system_score_gemma":0.000002371858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005982799,"about_ca_topic_score_gemma":0.00001349751,"domain_scores_codex":[0.9986757,0.0001387729,0.0004584609,0.0002742572,0.0003313612,0.0001214627],"domain_scores_gemma":[0.9993622,0.00005095894,0.0003647069,0.0001709684,0.000003363221,0.00004779979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00000880677,0.0002112373,0.4681133,0.000007090696,0.00005661185,4.888597e-8,0.0001411347,0.00002570221,0.5293162,0.000006268267,0.000001054983,0.002112531],"study_design_scores_gemma":[0.0001460648,0.00004557344,0.5361148,0.000007901399,0.0001169514,1.702986e-8,0.0001817771,0.001358363,0.4619219,0.00001061881,0.00003022748,0.00006585578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953824,0.00004010977,0.003977715,0.00004419568,0.00005207409,0.0001579523,0.0002353182,0.000009238924,0.0001009833],"genre_scores_gemma":[0.9983328,0.00004873695,0.001086727,0.00000395312,0.00001956175,0.00002053765,0.000370348,0.000009080173,0.0001082674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06800143,"threshold_uncertainty_score":0.5398697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405787483619257,"score_gpt":0.2474141926547125,"score_spread":0.2333563178185199,"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."}}