{"id":"W2158557556","doi":"10.5539/ijb.v6n2p31","title":"Efficacy of Two Commercial Systems for Identification of Clinical and Environmental Escherichia coli","year":2014,"lang":"en","type":"article","venue":"International Journal of Biology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Escherichia coli; Biology; Microbiology; 16S ribosomal RNA; Identification (biology); Polymerase chain reaction; Bacteria; Gene; Genetics; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007535443,0.001158617,0.0009114658,0.001882743,0.0004516515,0.001585096,0.001198076,0.002423179,0.001453198],"category_scores_gemma":[0.01707478,0.000600232,0.0005143915,0.00107833,0.0009474466,0.00174535,0.001471275,0.0008989276,0.001155289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003401049,"about_ca_system_score_gemma":0.0003922777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008257991,"about_ca_topic_score_gemma":0.001184599,"domain_scores_codex":[0.9847912,0.004830189,0.001641648,0.002682988,0.005502284,0.0005517651],"domain_scores_gemma":[0.9844676,0.008060811,0.00212385,0.001215995,0.003540218,0.0005915511],"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":[0.006242172,0.002382176,0.05859358,0.001359838,0.0001903199,0.0001961234,0.0005901555,0.0005262896,0.846314,0.0002368142,0.0005010821,0.08286746],"study_design_scores_gemma":[0.0001838608,0.01520246,0.06131844,0.0002006656,0.0003730061,0.002951043,0.0006122485,0.004563353,0.9091191,0.0001618304,0.005155463,0.0001585055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582082,0.006611784,0.03036536,0.00073137,0.0003628901,0.000538724,0.0007573224,0.0003765638,0.0020478],"genre_scores_gemma":[0.9167753,0.002393602,0.07426598,0.0005032363,0.0001711005,0.000386963,0.002999511,0.00008577747,0.002418471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007535443,"threshold_uncertainty_score":0.03985173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117797905930125,"score_gpt":0.3651490550755269,"score_spread":0.3239710760162257,"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."}}