{"id":"W4414328006","doi":"10.3390/antibiotics14090945","title":"Genomic Characterization of Antimicrobial Resistance and Evolution Mechanism of Bacteria","year":2025,"lang":"en","type":"editorial","venue":"Antibiotics","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Bacteria; Antimicrobial; Antibiotic resistance; Mechanism (biology); Infectious disease (medical specialty); Human health; Drug resistance; Disease","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002229543,0.0003137728,0.0005727317,0.0001261608,0.00005085953,0.00002456713,0.0003122359,0.001062097,0.000005392656],"category_scores_gemma":[0.0002697067,0.0003488829,0.0001163826,0.0001239447,0.000231404,0.00000685115,0.0002347125,0.0001794293,0.000001143842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003707689,"about_ca_system_score_gemma":0.0004398587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000162684,"about_ca_topic_score_gemma":0.00003484102,"domain_scores_codex":[0.9982823,0.00008796462,0.000656755,0.000524366,0.000214585,0.0002340895],"domain_scores_gemma":[0.9981675,0.00004077764,0.0007652038,0.0005814834,0.0004049563,0.00004012854],"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":[0.0002316753,0.00005131439,0.0008541455,0.001250754,0.0001129691,0.000001114027,0.0000128392,2.520396e-7,0.9372694,0.0005546036,0.05963324,0.00002769571],"study_design_scores_gemma":[0.0007015502,0.0001633266,0.01231184,0.001141582,0.0002250446,0.000001419108,0.00001330503,0.000006400239,0.9037457,0.00009220454,0.08111667,0.000480965],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.78381,0.000230245,0.003595218,0.00002012005,0.2098403,0.0003428807,0.001913971,0.0000115807,0.0002357605],"genre_scores_gemma":[0.8832549,0.004718399,0.003129709,0.00001889762,0.09961451,3.685539e-7,0.005162142,0.00008500736,0.004016032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1102258,"threshold_uncertainty_score":0.9998963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003638754912357562,"score_gpt":0.21934346711216,"score_spread":0.2157047121998025,"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."}}