{"id":"W2282098072","doi":"10.1097/mlr.0000000000000440","title":"Antibiotic Use in Cold and Flu Season and Prescribing Quality","year":2015,"lang":"en","type":"article","venue":"Medical Care","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute on Aging","keywords":"Medicine; Antibiotics; Medical prescription; Flu season; Adverse effect; Common cold; Emergency medicine; Intensive care medicine; Internal medicine; Environmental health; Pharmacology; Biology; Immunology","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":[0.0002892705,0.00008365572,0.0001924898,0.00002930036,0.00004642065,0.00001301876,0.00006562268,0.0002465682,0.0000305921],"category_scores_gemma":[0.0005376479,0.00006509936,0.00001496205,0.00005436394,0.0002533097,0.00007443521,0.0000860541,0.0002244365,0.00001586099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000212149,"about_ca_system_score_gemma":0.00007215703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005534224,"about_ca_topic_score_gemma":0.0009363684,"domain_scores_codex":[0.9992164,0.0001706387,0.0001496333,0.0002078379,0.0000632993,0.000192199],"domain_scores_gemma":[0.9996257,0.0001145146,0.00002758705,0.0001151073,0.00003762469,0.00007943196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001458915,0.00007403136,0.9718403,0.0002656874,0.00003851597,0.0001112145,0.00375316,3.826015e-7,0.01237882,0.002062143,0.003401736,0.005928174],"study_design_scores_gemma":[0.008241295,0.0004134529,0.8804629,0.001217272,0.00007459091,0.0001259966,0.01748378,0.00002852368,0.03036408,0.00009188397,0.06084612,0.0006501252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822426,0.01667683,0.00001719702,0.000383116,0.0002033085,0.00009294252,0.00001049607,0.00002334861,0.0003501801],"genre_scores_gemma":[0.9989401,0.0001771638,0.00003524842,0.0003254755,0.00001859054,4.51383e-7,0.00001660732,0.000005707413,0.000480723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09137736,"threshold_uncertainty_score":0.2654675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03910562512732467,"score_gpt":0.2847892903052815,"score_spread":0.2456836651779568,"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."}}