{"id":"W4416667395","doi":"10.1039/d5an00836k","title":"Advances in gene-targeted diagnostics for pathogenic <i>Escherichia coli</i>","year":2025,"lang":"en","type":"review","venue":"The Analyst","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Molecular diagnostics; Loop-mediated isothermal amplification; Polymerase chain reaction; Identification (biology); Gene; Genome; Virulence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000937374,0.001062891,0.001044177,0.002681113,0.0002374355,0.0008459243,0.0007393323,0.001149978,0.002810926],"category_scores_gemma":[0.001043053,0.000353596,0.0006771516,0.002230924,0.0004664153,0.001341053,0.0006161941,0.001583349,0.002092483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005148415,"about_ca_system_score_gemma":0.001003065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008125439,"about_ca_topic_score_gemma":0.001173172,"domain_scores_codex":[0.999568,0.00006165757,0.00004107535,0.00008057193,0.0002096138,0.00003897646],"domain_scores_gemma":[0.9994106,0.000278454,0.000085953,0.00002159938,0.0001698434,0.00003353805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004153196,0.00006980133,0.0002022757,0.02344133,0.00008190684,0.000111952,0.0000521631,0.0004589199,0.01090512,0.006120479,0.01531356,0.9432008],"study_design_scores_gemma":[0.000007206546,0.0001454015,0.0006840153,0.002026714,0.0001206199,0.0006220954,0.00004538262,0.0001718571,0.00443941,0.001662143,0.9900517,0.00002338382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002315704,0.9970897,0.0007292731,0.0002332596,0.0002294009,0.000007279459,0.00002594369,0.00001579838,0.001437929],"genre_scores_gemma":[0.001303102,0.9967614,0.0007562251,0.0001992917,0.0001098719,0.000009563511,0.00004157172,0.000003324889,0.0008158146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002810926,"threshold_uncertainty_score":0.009403467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375159081141674,"score_gpt":0.2716159792672823,"score_spread":0.2578643884558655,"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."}}