{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037068,0.000622963,0.0008488501,0.001078724,0.002537572,0.005038257,0.001532152,0.008471417,0.0273524],"category_scores_gemma":[0.0113309,0.0003545729,0.0004987576,0.00127885,0.004619472,0.004648209,0.002359787,0.009817777,0.006114673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007432822,"about_ca_system_score_gemma":0.01435582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07119138,"about_ca_topic_score_gemma":0.1554542,"domain_scores_codex":[0.9970585,0.0006931782,0.0002088028,0.000275853,0.0009451304,0.0008184994],"domain_scores_gemma":[0.989468,0.002737768,0.0008396168,0.0004667688,0.003019278,0.003468589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001179815,0.00002361906,0.0009898555,0.0004305121,0.0000152376,0.0002840859,0.0007633059,0.00001874496,0.0003802789,0.008144192,0.937894,0.0509383],"study_design_scores_gemma":[0.00002564111,0.00006447694,0.008719217,0.00134323,0.00002336817,0.0003027357,0.002446784,0.00002486424,0.0001498818,0.002531552,0.9843401,0.00002811108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002113351,0.05857862,0.00007254702,0.8643451,0.04615375,0.00001520639,0.0004425237,0.00004701895,0.02823188],"genre_scores_gemma":[0.08474164,0.1390831,0.0002768455,0.5932782,0.07812469,0.00006462158,0.0007752944,0.0001617742,0.1034937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07119138,"threshold_uncertainty_score":0.141554,"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."}}