{"id":"W4417358446","doi":"10.3390/labmed2040026","title":"Current Antibiotic Susceptibility Test Underestimates Minority Resistance: Implications for High-Risk Infections","year":2025,"lang":"en","type":"article","venue":"LabMed","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Warrant; Guideline; Antibiotics; Antimicrobial stewardship; Clinical microbiology; Bloodstream infection; Antibiotic resistance","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":[0.0003036553,0.0001346965,0.0001432948,0.00005115358,0.000353254,0.00007333005,0.0001734808,0.0001109858,0.00001100292],"category_scores_gemma":[0.00271579,0.0001411012,0.00008563444,0.0002276841,0.0001084082,0.00000629946,0.00007247984,0.00009307676,0.000006393768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004733563,"about_ca_system_score_gemma":0.0001313359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009138297,"about_ca_topic_score_gemma":0.003235269,"domain_scores_codex":[0.9988846,0.00006708855,0.0003015284,0.0004797305,0.00004326892,0.0002237708],"domain_scores_gemma":[0.9987168,0.0001881048,0.0001135629,0.0006381249,0.0002809105,0.00006254743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003136414,0.0004666865,0.6543068,0.0001849727,0.00003561666,3.101287e-8,0.00001190807,0.000006273528,0.3264328,0.005618491,0.008868949,0.004036149],"study_design_scores_gemma":[0.0005121681,0.00005653354,0.954361,0.00002434225,0.00006821039,3.760823e-7,0.00001559225,0.00002614179,0.02712573,0.006870035,0.01077593,0.0001639885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986623,0.0003759848,0.009378964,0.001201034,0.0005750146,0.0007294193,0.0004427852,0.00008438326,0.0005894026],"genre_scores_gemma":[0.9964088,0.0001009839,0.001558896,0.00005739042,0.0001351873,0.00008458293,0.0005287563,0.000009613215,0.001115788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3000542,"threshold_uncertainty_score":0.5753941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745365947105456,"score_gpt":0.3049104923729428,"score_spread":0.2874568329018882,"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."}}