{"id":"W3175883858","doi":"10.1097/tp.0000000000003860","title":"Prospective Clinical, Virologic, and Immunologic Assessment of COVID-19 in Transplant Recipients","year":2021,"lang":"en","type":"article","venue":"Transplantation","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"University Health Network","keywords":"Medicine; Asymptomatic; Immunosuppression; Viral shedding; Internal medicine; Mechanical ventilation; Viral load; Transplantation; Antibody; Prospective cohort study; Antibody titer; Immunology; Titer; Gastroenterology; Virus","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":[0.001102887,0.0001202656,0.0004812666,0.0001079562,0.00005292374,0.000006856132,0.00005985902,0.0001337246,0.00009240062],"category_scores_gemma":[0.002564977,0.00009786916,0.00009367533,0.0002751199,0.0002669541,0.00005914485,0.00001902173,0.00037072,0.000002946636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370985,"about_ca_system_score_gemma":0.0005837185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001192952,"about_ca_topic_score_gemma":0.0001483863,"domain_scores_codex":[0.9981089,0.0003219203,0.0006416104,0.0004102793,0.0003096135,0.0002077206],"domain_scores_gemma":[0.9960404,0.003424856,0.00009460958,0.0001812867,0.0001162394,0.0001425928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00134109,0.0005758254,0.9895608,0.0007329918,0.0001050822,0.000461623,0.000787603,0.00008403639,0.004239031,0.0003871741,0.000006835006,0.001717934],"study_design_scores_gemma":[0.005859338,0.0008831462,0.9909153,0.0001710279,0.0001292279,0.00001531705,0.0001073033,0.0003410217,0.000667922,0.0006946158,0.0001292842,0.00008649412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920987,0.0002625787,0.003651886,0.00271371,0.00007605305,0.0005811524,0.00007002546,0.00003374455,0.0005120984],"genre_scores_gemma":[0.9753343,0.02259064,0.001060161,0.0007944571,0.0000188828,0.00005259738,0.00006370601,0.000007172241,0.000078039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02232806,"threshold_uncertainty_score":0.3990989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09143208317781551,"score_gpt":0.4974257433371985,"score_spread":0.405993660159383,"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."}}