{"id":"W2300455314","doi":"10.1111/ctr.12733","title":"Solid organ transplant patients: are there opportunities for antimicrobial stewardship?","year":2016,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Baycrest Hospital; Mount Sinai Hospital; Health Sciences Centre; Ontario Drug Policy Research Network; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; Pfizer Canada; Alberta Innovates - Health Solutions; University Health Network; Pfizer","keywords":"Antimicrobial stewardship; Medicine; Stewardship (theology); Intensive care medicine; Antimicrobial; Medical prescription; Infectious disease (medical specialty); Infection control; Audit; Family medicine; Internal medicine; Disease; Antibiotics; Antibiotic resistance; Nursing; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00029241,0.0001762637,0.0003447417,0.00004404216,0.0001801743,0.00001068128,0.000171983,0.0003462303,0.0001658054],"category_scores_gemma":[0.00004759033,0.0001108433,0.0002021032,0.00003789075,0.0003170846,0.0001206968,0.000005428782,0.0001242511,0.0001324417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001302254,"about_ca_system_score_gemma":0.00005501064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004323628,"about_ca_topic_score_gemma":0.00004588743,"domain_scores_codex":[0.9985419,0.0001886328,0.0005941114,0.0003322223,0.00003839514,0.0003047312],"domain_scores_gemma":[0.9988646,0.0006083299,0.0001948242,0.0001741839,0.0001197851,0.00003826967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01598627,0.004035168,0.4370413,0.002301618,0.002069579,0.0002469404,0.00177619,0.000003281193,0.3861597,0.005293996,0.02569619,0.1193898],"study_design_scores_gemma":[0.03543472,0.002340853,0.5188298,0.004136912,0.001289464,0.00006966125,0.001055355,0.000002691763,0.3933479,0.0008757284,0.0410682,0.001548707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764841,0.0001596915,0.0180067,0.001424989,0.001448869,0.0004337798,0.001621203,0.0001028806,0.0003178391],"genre_scores_gemma":[0.9933584,0.003244268,0.0001260628,0.0004485892,0.0001019048,0.000009258956,0.000447794,0.00002535375,0.002238314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1178411,"threshold_uncertainty_score":0.452006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06818921081298879,"score_gpt":0.327174355551926,"score_spread":0.2589851447389372,"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."}}