{"id":"W4210387271","doi":"10.3390/microorganisms10020329","title":"Molecular Detection of Non-O157 Shiga Toxin-Producing Escherichia coli (STEC) Directly from Stool Using Multiplex qPCR Assays","year":2022,"lang":"en","type":"article","venue":"Microorganisms","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Alberta","funders":"","keywords":"Serotype; Multiplex; Multiplex polymerase chain reaction; Microbiology; Shiga toxin; Biology; Escherichia coli; Virology; Polymerase chain reaction; Gene; Bioinformatics; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001549431,0.0008565345,0.0006722331,0.001350178,0.0002192298,0.0008571015,0.0004476859,0.0004422802,0.0009827338],"category_scores_gemma":[0.002262114,0.0004787833,0.0004675364,0.000733519,0.0003433023,0.000572698,0.0005783197,0.0005015379,0.000604277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003867359,"about_ca_system_score_gemma":0.0003644424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066029,"about_ca_topic_score_gemma":0.003044009,"domain_scores_codex":[0.9979278,0.0003757156,0.0001682145,0.0005065498,0.0008625145,0.0001592842],"domain_scores_gemma":[0.9985229,0.0004625421,0.0003606042,0.0001274964,0.0004591742,0.0000673022],"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":[0.0002007008,0.00008962362,0.01495722,0.0002559375,0.00004788476,0.00006301444,0.0001802462,0.0009801628,0.9628756,0.0001439438,0.0002393154,0.01996627],"study_design_scores_gemma":[0.00002003516,0.0007457716,0.03323909,0.0001073162,0.0001124093,0.0004200879,0.0002200678,0.01676092,0.9441605,0.000261592,0.003895414,0.0000568648],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8354219,0.002533351,0.1531672,0.0001614839,0.0001677371,0.0003529856,0.004031761,0.000828355,0.003335338],"genre_scores_gemma":[0.8183774,0.00269407,0.1688154,0.0003351541,0.00007161926,0.0005580781,0.003632485,0.00007393549,0.005441805],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001549431,"threshold_uncertainty_score":0.008194327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275383379155343,"score_gpt":0.2544810833883769,"score_spread":0.2417272495968235,"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."}}