{"id":"W4387307312","doi":"10.2166/wh.2023.157","title":"Genotypic detection of <i>β</i>-lactamase-producing <i>Escherichia coli</i> isolates obtained from Seven Crater Lakes of San Pablo, Laguna, Philippines","year":2023,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of the Philippines; Philippine Council for Industry, Energy, and Emerging Technology Research and Development; International Development Research Centre; Joint Programming Initiative on Antimicrobial Resistance","keywords":"Escherichia coli; Genotype; Biology; Microbiology; Gene; Bacteria; MCR-1; Antibiotic resistance; Antibiotics; Veterinary medicine; Enterobacteriaceae; Genetics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005079001,0.0001128933,0.0003218322,0.00006770805,0.00005880043,0.00001338684,0.00009719392,0.00008457108,0.00001179018],"category_scores_gemma":[0.00002727261,0.00007906505,0.00007311287,0.0000779817,0.00005743628,0.00001134104,0.00004091493,0.00008959128,0.00000104372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001187912,"about_ca_system_score_gemma":0.00007959086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001036336,"about_ca_topic_score_gemma":0.0001220851,"domain_scores_codex":[0.9989258,0.00007950625,0.0005378969,0.0001562259,0.0001015912,0.0001989696],"domain_scores_gemma":[0.9992702,0.00001220163,0.0003435138,0.0001566571,0.0001434611,0.00007397306],"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":[0.0002509981,0.00002878328,0.01889183,0.0001603682,0.00006416332,0.000001850885,0.0006155265,0.00002071053,0.9789214,7.60261e-7,0.0004162386,0.0006273481],"study_design_scores_gemma":[0.0005307916,0.0006011604,0.1119171,0.0001074393,0.00002670928,0.000009554232,0.0002721119,0.00002811288,0.8848326,0.0001911753,0.001388636,0.00009461938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980733,0.0008077675,0.0002340101,0.0005399373,0.0002157201,0.00008637391,0.00002271945,0.000004895397,0.00001523712],"genre_scores_gemma":[0.9978378,0.001038344,0.0004925157,0.0001618149,0.0003045447,4.758722e-7,0.00002807648,0.00001638236,0.0001200048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09408879,"threshold_uncertainty_score":0.3224179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435154917364085,"score_gpt":0.2576696301784276,"score_spread":0.2433180810047868,"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."}}