{"id":"W2804782486","doi":"10.1111/tid.12915","title":"Training in transplant infectious diseases: A survey of infectious diseases and transplant infectious diseases fellows in the United States and Canada","year":2018,"lang":"en","type":"article","venue":"Transplant Infectious Disease","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Infectious disease (medical specialty); Family medicine; Transplantation; Phone; Gerontology; Disease; Internal medicine","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":[0.0004371215,0.0008105855,0.001103432,0.0006991401,0.000570122,0.0000833361,0.0003471566,0.0002948715,0.00009156516],"category_scores_gemma":[0.000136964,0.0006462405,0.0001856136,0.001025365,0.001238284,0.000255189,0.00003517275,0.000641378,0.000008634725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001621843,"about_ca_system_score_gemma":0.0009550065,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4533449,"about_ca_topic_score_gemma":0.8253374,"domain_scores_codex":[0.9953204,0.00135712,0.001023312,0.0009546859,0.0002543732,0.001090074],"domain_scores_gemma":[0.9972076,0.00144664,0.0002842778,0.0005358578,0.0001578212,0.0003678057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001520284,0.00107618,0.9876746,0.0008275428,0.0003979423,0.0005517268,0.006289272,0.0002962192,0.0003378954,0.0002562611,0.0001376569,0.0006344268],"study_design_scores_gemma":[0.006362561,0.0006347962,0.9880719,0.0008782697,0.0009857428,0.0003197721,0.0006211801,0.0002199474,0.00008503393,0.0005330944,0.0004038576,0.0008838607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838782,0.005397484,0.0002045604,0.0001060194,0.0006152513,0.001123988,0.008266107,0.0002011194,0.0002072711],"genre_scores_gemma":[0.9894094,0.007445484,7.556228e-7,0.0005635422,0.00007052004,0.00009818697,0.002307344,0.00007078304,0.00003401029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3719925,"threshold_uncertainty_score":0.9995989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00967250807133831,"score_gpt":0.2186973157446144,"score_spread":0.2090248076732761,"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."}}