{"id":"W1972305146","doi":"10.2166/wh.2014.059","title":"Multiparametric comparison of chromogenic-based culture methods used to assess the microbiological quality of drinking water and the mFC method combined with a molecular confirmation procedure","year":2014,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Chromogenic; Agar; Escherichia coli; Chromatography; Agar plate; Microbiology; Biology; Chemistry; Food science; Bacteria; Gene; Biochemistry","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":[0.008223075,0.0001036762,0.0004750549,0.0000407736,0.0001144058,0.00002739166,0.000148387,0.00005347794,0.00001588801],"category_scores_gemma":[0.00007120737,0.00003481294,0.00005967728,0.00009959597,0.000189199,0.00006103601,0.00006047533,0.0001911597,4.321829e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003481407,"about_ca_system_score_gemma":0.00001259031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001739881,"about_ca_topic_score_gemma":0.00005006799,"domain_scores_codex":[0.9967716,0.002086454,0.0006305215,0.0001225595,0.0002332606,0.0001556519],"domain_scores_gemma":[0.999134,0.0002477803,0.0003636363,0.0001036756,0.0000657485,0.00008517628],"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":[0.001842594,0.0003923014,0.108618,0.0004596172,0.0001066724,8.751154e-7,0.04189795,0.001965113,0.8369454,0.0007009376,0.0001079364,0.006962566],"study_design_scores_gemma":[0.004760478,0.001765137,0.1718116,0.00007384831,0.00006021762,0.00002610084,0.0008068767,0.004948699,0.8143197,0.0006574637,0.0006208073,0.0001490681],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8564664,0.00003889322,0.1383796,0.00476055,0.0000177819,0.0003109458,0.000001322582,0.000002701467,0.00002174696],"genre_scores_gemma":[0.9702919,0.000003379167,0.0286865,0.0009914597,0.000007349871,0.000003502626,0.000003898701,0.000003838657,0.000008192163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1138255,"threshold_uncertainty_score":0.284997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0972442446323121,"score_gpt":0.4218310909454761,"score_spread":0.3245868463131639,"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."}}