{"id":"W2027427773","doi":"10.1086/660101","title":"Prevalence and Predictors of Antibiotic Use in Community-Based Elderly in Ontario, Canada","year":2011,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Homewood Research Institute; St. Joseph’s Healthcare Hamilton; St Mary's Hospital Centre; University of Waterloo; McMaster University","funders":"","keywords":"Antibiotics; Medicine; Gerontology; Emergency medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006651212,0.0001351377,0.0004735171,0.0001088408,0.00007220075,0.000001821826,0.00006320384,0.0002375687,0.00003765887],"category_scores_gemma":[0.0004160241,0.0001157389,0.00003109448,0.0000625595,0.0003878169,0.00008272092,0.00002541532,0.0005132805,0.00000110666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000627535,"about_ca_system_score_gemma":0.0001756824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9839613,"about_ca_topic_score_gemma":0.9900033,"domain_scores_codex":[0.9982478,0.0008316958,0.0004517947,0.0001948058,0.00001398969,0.0002599233],"domain_scores_gemma":[0.998575,0.001036873,0.000175767,0.0001522079,0.0000340007,0.00002612527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001472607,0.0001579717,0.9981246,0.00008884796,0.00004254883,0.000004757874,0.0003228159,0.0000126764,0.0004146618,0.000332595,0.00008241049,0.0002688426],"study_design_scores_gemma":[0.001715618,0.0007815876,0.9964386,0.0001292829,0.00002574472,0.00000799003,0.00003796243,0.00001684937,0.0002160171,0.0001636553,0.0003513978,0.0001152501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978707,0.001117565,0.0001109809,0.0001101497,0.0003890765,0.0002170167,0.0000161073,0.00001107987,0.000157276],"genre_scores_gemma":[0.9993629,0.0001802486,0.0000337493,0.0002998687,0.000004463671,0.000003423753,0.000009295002,0.000005307486,0.0001007795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00604202,"threshold_uncertainty_score":0.4719695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956459242398004,"score_gpt":0.2233602988011489,"score_spread":0.2037957063771689,"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."}}