{"id":"W2119578504","doi":"10.1128/aem.67.4.1503-1507.2001","title":"Identification of Fecal <i>Escherichia coli</i> from Humans and Animals by Ribotyping","year":2001,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":225,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Army Corps of Engineers; Health Canada; University of Florida","keywords":"Feces; Ribotyping; Escherichia coli; Fecal coliform; Biology; Identification (biology); Microbiology; Host (biology); Ecology; Water quality; Polymerase chain reaction; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001277867,0.0001106142,0.0001482323,0.0000103338,0.00008455935,0.000009986023,0.00007405358,0.0000882651,0.0004766731],"category_scores_gemma":[0.00000179477,0.0001053323,0.00001702949,0.00003129301,0.0004300097,0.00004514747,0.0001297528,0.00006623653,0.0000681663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003488661,"about_ca_system_score_gemma":7.901307e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001450099,"about_ca_topic_score_gemma":0.00001621171,"domain_scores_codex":[0.9992382,0.00004268063,0.0002328011,0.0003033614,0.00003852294,0.0001444585],"domain_scores_gemma":[0.9997241,0.0000315283,0.00008855481,0.0001037173,4.986831e-7,0.0000515354],"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":[0.00002038583,0.00004895946,0.03242584,0.000002248026,0.000007534423,3.685586e-7,0.0002027976,0.000001515101,0.9645502,0.0001156065,0.0002237492,0.002400783],"study_design_scores_gemma":[0.001022442,0.00009367888,0.487434,0.000004487066,0.0000315932,0.000007816637,0.0004764466,0.00008252027,0.485206,0.0008888657,0.02442629,0.0003258778],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983801,0.0001864397,0.0004078797,0.00009465463,0.00002294007,0.0001358603,0.0001164365,0.00001112427,0.000644577],"genre_scores_gemma":[0.9990486,0.0001737164,0.0001053139,0.0003512819,0.000009135882,0.000009429915,0.0001503914,0.000007384952,0.0001447763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4793442,"threshold_uncertainty_score":0.5219236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005948126900614994,"score_gpt":0.1923191253771227,"score_spread":0.1863709984765077,"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."}}