{"id":"W2561868536","doi":"10.1016/j.mimet.2016.12.019","title":"Identification of heat resistant Escherichia coli by qPCR for the locus of heat resistance","year":2016,"lang":"en","type":"article","venue":"Journal of Microbiological Methods","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Provincial Laboratory of Public Health; University of Alberta","funders":"Alberta Innovates Bio Solutions; Alberta Livestock and Meat Agency","keywords":"Escherichia coli; Locus (genetics); Heat resistance; Heat shock protein; Biology; Microbiology; Genetics; Gene; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003316707,0.0001399804,0.0003974451,0.00003267639,0.00008210782,0.000009211385,0.0004661024,0.0001606526,0.00001027638],"category_scores_gemma":[0.003500368,0.00006611685,0.0002424484,0.000153678,0.0004688952,0.000005764341,0.0001280581,0.0001209419,3.224162e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003190989,"about_ca_system_score_gemma":0.00009341607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003609649,"about_ca_topic_score_gemma":0.000004982474,"domain_scores_codex":[0.9979546,0.0007011708,0.0007879279,0.0002037563,0.0001226344,0.000229924],"domain_scores_gemma":[0.9975649,0.0008858898,0.0004135408,0.0003013119,0.0007769471,0.00005742997],"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":[0.001339773,0.00009352827,0.0001581965,0.00004218249,0.0001827687,4.381584e-7,0.00001356321,0.000005865188,0.9884068,0.00007024019,0.008195594,0.00149107],"study_design_scores_gemma":[0.0006421024,0.0007779652,0.001294284,0.00005585871,0.00004568879,0.000003853514,0.00006626322,0.000003596379,0.9356772,0.0002754175,0.06107028,0.00008745903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7494994,0.02152995,0.2257966,0.002326645,0.0001947431,0.0004121754,0.0001696417,0.000003444128,0.00006734896],"genre_scores_gemma":[0.9298961,0.005284418,0.06351096,0.0001181678,0.0001562261,0.00002614261,0.00000414441,0.00001706132,0.0009868189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1803966,"threshold_uncertainty_score":0.4190521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708349804633136,"score_gpt":0.3595325405272607,"score_spread":0.3324490424809293,"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."}}