{"id":"W1847700731","doi":"10.1111/hdi.12088","title":"Symptomatic hyperammonemia after lung transplantation: Lessons learnt","year":2013,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hyperammonemia; Medicine; Discontinuation; Dialysis; Transplantation; Hemodialysis; Lung transplantation; Urea cycle; Complication; Intensive care medicine; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001544758,0.0001730015,0.0002894683,0.0002183652,0.00005412282,0.00007827474,0.0001292052,0.00009405387,0.006278404],"category_scores_gemma":[0.000039478,0.0001465487,0.000234458,0.0001579697,0.00004995386,0.0002420538,0.00001220406,0.000167143,0.0005000842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000909854,"about_ca_system_score_gemma":0.0000542426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008242517,"about_ca_topic_score_gemma":0.00001755261,"domain_scores_codex":[0.998588,0.00006025868,0.000383128,0.0002821946,0.0004821846,0.0002041963],"domain_scores_gemma":[0.9992319,0.0001650115,0.00007376479,0.0002098705,0.0001844085,0.0001350387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007703392,0.0005834069,0.8860202,0.0007898959,0.002101187,0.0004331118,0.005145776,0.0003426939,0.01903226,0.005841856,0.003863134,0.07507611],"study_design_scores_gemma":[0.002589942,0.00004112702,0.9793937,0.0001935272,0.0007189448,0.000352645,0.0001451178,0.009098983,0.004459062,0.0006704816,0.002025243,0.0003112681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469174,0.0001493291,0.03015225,0.01031587,0.0005835455,0.0003796853,0.0000391811,0.000132204,0.01133055],"genre_scores_gemma":[0.9678242,0.0002050754,0.02709999,0.001322063,0.0003254467,0.0001946005,0.0002242615,0.00002404419,0.002780359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09337343,"threshold_uncertainty_score":0.99463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674981751732442,"score_gpt":0.3108359635758577,"score_spread":0.2940861460585333,"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."}}