{"id":"W1992107416","doi":"10.1136/gut.52.3.318","title":"Lessons from liver transplantation: flip, flop, and why?","year":2003,"lang":"en","type":"letter","venue":"Gut","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Transplantation; Liver transplantation; Hereditary hemochromatosis; Medicine; Hemochromatosis; Liver disease; Gastroenterology; Internal medicine; Clotting factor; Disease; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004362079,0.0002198232,0.0003547896,0.0000835622,0.00005419561,0.00002350491,0.00006273277,0.0004893502,0.001329812],"category_scores_gemma":[0.00001385012,0.0001936262,0.00008030009,0.00005769801,0.00007197356,0.00004623235,0.000007549426,0.0006476892,0.0002243399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009960634,"about_ca_system_score_gemma":0.00006484587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00035409,"about_ca_topic_score_gemma":0.00003765088,"domain_scores_codex":[0.9989836,0.00005156688,0.0001636383,0.0003335139,0.0002400378,0.0002276437],"domain_scores_gemma":[0.9995345,0.00005520874,0.00004850109,0.0002652236,0.0000305214,0.00006604752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002542687,0.0000129537,0.0001152926,0.000303057,0.00002690225,0.001122372,0.0003688246,1.184868e-7,0.00005689926,0.00003999996,0.9945484,0.003379773],"study_design_scores_gemma":[0.001281508,0.00002124145,0.003952589,0.00007999197,0.0006250975,0.00009712342,0.00004424889,0.000002046091,0.00004728714,0.00014709,0.9934899,0.0002119167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009404583,0.01856881,0.0007813217,0.931855,0.001330217,0.0005084767,0.0005933284,0.00009961124,0.03685864],"genre_scores_gemma":[0.0004821588,0.007884769,0.001251415,0.9752224,0.002519726,0.0000181478,0.002014549,0.0000538319,0.010553],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04336739,"threshold_uncertainty_score":0.9995831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216069245722936,"score_gpt":0.2598195136632321,"score_spread":0.2376588212060028,"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."}}