{"id":"W2948042251","doi":"10.1039/c9an00569b","title":"Detection of <i>Escherichia coli</i> O157:H7 and <i>Salmonella enterica</i> serotype Typhimurium based on cell elongation induced by beta-lactam antibiotics","year":2019,"lang":"en","type":"article","venue":"The Analyst","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada); University of British Columbia","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Salmonella enterica; Salmonella; Escherichia coli; Microbiology; Serotype; Bacteria; Enterobacteriaceae; Antibiotics; Pathogenic bacteria; Biology; Chemistry; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001533756,0.0001494293,0.0002122831,0.00006792247,0.00005081336,0.0000281908,0.00008609012,0.0001092635,0.00001753287],"category_scores_gemma":[0.000005431585,0.0001151136,0.00007276335,0.0003663774,0.00002911446,0.00005188813,0.00001321308,0.0001991622,0.00004424918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002883194,"about_ca_system_score_gemma":0.000005587915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004995915,"about_ca_topic_score_gemma":0.00001115568,"domain_scores_codex":[0.9992476,0.00005103477,0.0002174759,0.0001640249,0.0001652565,0.0001546045],"domain_scores_gemma":[0.9995207,0.00005854059,0.00007456682,0.0002520267,0.00004343726,0.00005068736],"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":[0.00003714619,0.00003375037,0.0006073309,0.00006564859,0.00003217803,2.551078e-7,0.00002179566,0.003308454,0.9952635,0.000007020855,0.00008451848,0.0005384112],"study_design_scores_gemma":[0.0002830916,0.0001886255,0.003911636,0.00001997805,0.00009095334,3.989368e-7,0.00003176124,0.2170471,0.7777491,0.00001134922,0.0005320748,0.0001339309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995807,0.00005865161,0.001817523,0.00008848999,0.0001386809,0.00015468,0.00001089667,0.00006613335,0.001857963],"genre_scores_gemma":[0.9995981,0.00004627273,0.00004258018,0.0001106499,0.00004102685,6.571229e-7,0.000009702873,0.00002536968,0.0001256062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2175144,"threshold_uncertainty_score":0.4694194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005373392052246468,"score_gpt":0.1810140156504706,"score_spread":0.1756406235982241,"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."}}