{"id":"W3128618565","doi":"10.1111/petr.13980","title":"Solid organ transplant–specific antibiogram in a tertiary pediatric hospital in Canada","year":2021,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Piperacillin; Cefotaxime; Antibiogram; Meropenem; Ciprofloxacin; Tazobactam; Antimicrobial; Microbiology; Internal medicine; Ampicillin; Antibiotic resistance; Antibiotics; Pseudomonas aeruginosa; Imipenem; Biology; Bacteria","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001242988,0.0002343125,0.0003353868,0.000382748,0.00003939384,0.00002187346,0.00009781472,0.0001073516,0.0001116442],"category_scores_gemma":[0.00001064266,0.0002477369,0.00007853236,0.001207901,0.00001419365,0.00009302158,0.000008034508,0.0003850262,0.00001763085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001932618,"about_ca_system_score_gemma":0.001187003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06316355,"about_ca_topic_score_gemma":0.1958601,"domain_scores_codex":[0.9980238,0.00005917744,0.0005952791,0.0004498372,0.0003897778,0.0004821462],"domain_scores_gemma":[0.9993905,0.0000995559,0.00007900246,0.0001795333,0.00007377876,0.0001775767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001174561,0.0003840202,0.9922667,0.0005286787,0.000009584343,0.004099785,0.0006585545,0.0001510766,0.0007418187,0.00001373605,0.0002336093,0.0007950485],"study_design_scores_gemma":[0.003552864,0.00006249983,0.9922948,0.00004632514,0.0002678357,0.0001333213,0.00007101128,0.0003232921,0.002881164,0.00001088223,0.00007173577,0.0002843051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962194,0.001586448,0.0003897081,0.0006415414,0.0004819499,0.0003438925,0.0001044149,0.0000346298,0.0001980404],"genre_scores_gemma":[0.9344365,0.06412086,0.0002949475,0.0001667974,0.0004420341,0.000004399258,0.0004753019,0.00003482652,0.00002431249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1326966,"threshold_uncertainty_score":0.9999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006462620008042583,"score_gpt":0.2481102448709937,"score_spread":0.2416476248629512,"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."}}