{"id":"W2223594321","doi":"10.1111/ajt.13562","title":"Ex Vivo Perfusion Treatment of Infection in Human Donor Lungs","year":2016,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Antibiotics; Bronchoalveolar lavage; Lung transplantation; Transplantation; Ex vivo; Lung; Perfusion; Azithromycin; Meropenem; Ciprofloxacin; In vivo; Internal medicine; Antibiotic resistance; 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":[0.0001982996,0.0001096579,0.0003918601,0.0003259608,0.0000241717,0.000003795558,0.00002972441,0.00003237259,0.00007564204],"category_scores_gemma":[0.000008467137,0.00006608338,0.0001525371,0.000192462,0.00008715635,0.0001489285,7.529204e-7,0.00005187262,0.000001501554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061225,"about_ca_system_score_gemma":0.00005791384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005763318,"about_ca_topic_score_gemma":0.0001569619,"domain_scores_codex":[0.998947,0.0001112681,0.000522617,0.00009873661,0.0002055035,0.000114822],"domain_scores_gemma":[0.9992315,0.0001536077,0.0003656619,0.00007776036,0.00009745209,0.00007399598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001338654,0.0002205933,0.5577533,0.0000678467,0.00005231556,0.00007661898,0.002128256,0.00001543031,0.3425705,0.00006315504,0.00000331064,0.09571002],"study_design_scores_gemma":[0.004621242,0.003813571,0.8638253,0.0004932087,0.0003023677,0.0004443022,0.0001126807,0.000004961601,0.1261262,0.0000555902,0.000122656,0.00007787879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824725,0.00005104818,0.01660358,0.000438348,0.0001053966,0.0001270801,0.00001335387,0.000007695653,0.0001810109],"genre_scores_gemma":[0.9910952,0.003992041,0.004707098,0.00003482966,0.00008331733,0.000002403412,0.000006347131,0.00001128664,0.00006741779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3060721,"threshold_uncertainty_score":0.2694802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733488969304461,"score_gpt":0.329167163390911,"score_spread":0.3118322736978664,"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."}}