{"id":"W4362579047","doi":"10.1016/j.healun.2023.02.1650","title":"(346) Donor Urease Producing Bacteria (DU) Detection and Serum Ammonium Screening for Hyperammonemia Syndrome (HS) Post-Lung Transplant: A Prospective Observational Study","year":2023,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Metabolism and Genetic Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Hyperammonemia; Observational study; Medicine; Urease; Internal medicine; Ammonium; Microbiology; Biology; Chemistry; Biochemistry; Enzyme","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005558978,0.0004706357,0.0005680645,0.0005159223,0.0006260411,0.0009067717,0.0005090762,0.001093219,0.002579998],"category_scores_gemma":[0.001593471,0.0007391607,0.001015919,0.001077565,0.000382054,0.0006797289,0.0004501518,0.001495817,0.0005409311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275075,"about_ca_system_score_gemma":0.0004848186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005344893,"about_ca_topic_score_gemma":0.004934163,"domain_scores_codex":[0.9993804,0.0001453685,0.00007755424,0.0001913196,0.0000814387,0.0001239132],"domain_scores_gemma":[0.9985338,0.0002122123,0.0006593154,0.0001558103,0.0001048428,0.0003339036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003655751,0.00007284602,0.9987533,0.00001099768,0.0001028123,0.000096819,0.00003071807,0.0000129183,0.0002042374,0.00001015401,0.00006000654,0.0002797092],"study_design_scores_gemma":[0.00005241503,0.0004534009,0.9978999,0.00001126495,0.0001624948,0.0007238951,0.0002184479,0.0001625416,0.00009852717,0.00003300467,0.000174504,0.000009663101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989791,0.0001974226,0.00008018238,0.00003232054,0.00001285214,0.000008131898,0.0004552485,0.000003034533,0.0002317653],"genre_scores_gemma":[0.999254,0.00006878875,0.00005692502,0.00005856433,0.00001454193,0.000009842286,0.0003553238,0.000002041355,0.0001798875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005344893,"threshold_uncertainty_score":0.01062757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660277220230317,"score_gpt":0.2634582524689622,"score_spread":0.246855480266659,"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."}}