{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01493795,0.0002093546,0.0002946261,0.000913093,0.002426093,0.005559605,0.0008204139,0.002757839,0.007260203],"category_scores_gemma":[0.02462726,0.0002280572,0.0005657614,0.001840978,0.002475933,0.004890061,0.006149698,0.003551257,0.0007172392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01089034,"about_ca_system_score_gemma":0.05539651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02528372,"about_ca_topic_score_gemma":0.07047941,"domain_scores_codex":[0.9899212,0.004607338,0.0009343651,0.0003318061,0.001912514,0.002292777],"domain_scores_gemma":[0.9517385,0.009402503,0.005775542,0.0009290049,0.007558569,0.02459585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001796965,0.0004766383,0.0734878,0.00758663,0.00008094489,0.00188615,0.005498043,0.0006795882,0.001040319,0.0521927,0.3034757,0.5534158],"study_design_scores_gemma":[0.00006640731,0.0007467407,0.1674283,0.02474003,0.00007648634,0.002221648,0.02202253,0.0007944137,0.0007385827,0.01805754,0.7629642,0.0001430492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02744209,0.07148011,0.0006809682,0.8725098,0.004220767,0.00007797257,0.0002821916,0.00005960159,0.02324654],"genre_scores_gemma":[0.605258,0.1720298,0.009025604,0.198188,0.006445315,0.0002100793,0.000847673,0.00007412565,0.007921483],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02528372,"threshold_uncertainty_score":0.07901537,"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."}}