{"id":"W4319812480","doi":"10.1111/tid.13961","title":"Antimicrobial stewardship in solid organ transplant—Opportunities in the National Health Service","year":2023,"lang":"en","type":"article","venue":"Transplant Infectious Disease","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Antimicrobial stewardship; Medicine; Intensive care medicine; Incentive; Antibiotic resistance; Antimicrobial; Stewardship (theology); Population; Infection control; Government (linguistics); Environmental health; Antibiotics; Political science","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":[0.0005506,0.0001999201,0.0002622072,0.0002986261,0.0002152207,0.00002081274,0.0002388847,0.0001240118,0.0001067856],"category_scores_gemma":[0.00001036564,0.0001554928,0.00007831437,0.0005782691,0.0001039091,0.00008868154,0.000009242519,0.0003391211,0.0003113027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005247723,"about_ca_system_score_gemma":0.0004195639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006101997,"about_ca_topic_score_gemma":0.004939422,"domain_scores_codex":[0.9983737,0.0003778844,0.0003696051,0.0002782769,0.00009411801,0.0005063822],"domain_scores_gemma":[0.9995329,0.0001728966,0.00006479325,0.0001413435,0.00003921124,0.00004879367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004268163,0.005256225,0.8193631,0.00537805,0.0006278,0.003500732,0.07871218,0.00275296,0.03809766,0.01089021,0.02858435,0.002568524],"study_design_scores_gemma":[0.007211419,0.0002139431,0.9780098,0.001690253,0.0001069031,0.0004033381,0.002047377,0.0000989283,0.001647349,0.00104866,0.006615271,0.000906783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912286,0.0004950086,0.00003365531,0.005512709,0.0003378205,0.0003997747,0.0009493239,0.0001709803,0.0008720902],"genre_scores_gemma":[0.9927869,0.0018083,0.00000104238,0.004079233,0.00003917824,0.00001759986,0.0009852786,0.00001853929,0.0002638819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1586466,"threshold_uncertainty_score":0.6340814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03869270722905602,"score_gpt":0.2767907773570935,"score_spread":0.2380980701280374,"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."}}