{"id":"W4399434681","doi":"10.18192/osurj.v3i1.7147","title":"Antibiotic Resistance- The Silent Pandemic","year":2024,"lang":"en","type":"article","venue":"University of Ottawa Science Undergraduate Research Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pandemic; Antibiotics; Antibiotic resistance; Resistance (ecology); Coronavirus disease 2019 (COVID-19); Virology; Medicine; Microbiology; Biology; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004327844,0.0001024449,0.0001593954,0.0005361956,0.002227203,0.0001328676,0.001243631,0.00008974995,0.0001498695],"category_scores_gemma":[0.0001839153,0.00006851681,0.0001225433,0.001410912,0.005646017,0.0004344858,0.0002116619,0.001116259,0.0003193429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350205,"about_ca_system_score_gemma":0.001085844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009078313,"about_ca_topic_score_gemma":0.0002074019,"domain_scores_codex":[0.9980284,0.0003938463,0.0001849929,0.0003178015,0.000403739,0.0006712173],"domain_scores_gemma":[0.9987477,0.0004011425,0.00007517784,0.0002884345,0.0004110519,0.00007647234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002158374,0.0002546538,0.007227091,0.0002700271,0.0004204468,0.0006909355,0.003167095,0.00005204482,0.5184367,0.2998144,0.1552226,0.01422826],"study_design_scores_gemma":[0.002012949,0.0006826124,0.0210915,0.00281791,0.0001599756,0.001689806,0.02349911,0.0002782065,0.0458765,0.03924337,0.8619754,0.0006727036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7585579,0.05786123,0.008749186,0.07092858,0.004241308,0.0008527237,0.00004756887,0.0002550611,0.09850641],"genre_scores_gemma":[0.972235,0.003508777,0.0001274297,0.00001428818,0.00003391345,1.973256e-8,0.000001034979,0.000006254365,0.02407332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7067528,"threshold_uncertainty_score":0.9990718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160284763419449,"score_gpt":0.3029215300324152,"score_spread":0.2713186823982208,"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."}}