{"id":"W1775316412","doi":"10.1111/j.1478-3231.2008.01854.x","title":"Deciding liver transplant candidacy: tools of the trade","year":2008,"lang":"en","type":"letter","venue":"Liver International","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Candidacy; Medicine; Immunosuppression; Liver transplantation; Liver disease; Transplantation; Intensive care medicine; Surgery; Internal medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00005093961,0.0002122751,0.0003127039,0.0001392807,0.00005431756,0.00001761257,0.000379845,0.0003502451,0.001009949],"category_scores_gemma":[0.0000173014,0.0001473135,0.0003591167,0.00007884974,0.000107913,0.00008069885,0.00002221389,0.0008372135,0.00001814842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001093002,"about_ca_system_score_gemma":0.0001208292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001480864,"about_ca_topic_score_gemma":0.00001389607,"domain_scores_codex":[0.9984897,0.00003624981,0.0003651854,0.0002368192,0.0006974617,0.0001745596],"domain_scores_gemma":[0.9993333,0.0001511332,0.000180101,0.0002402237,0.00006082585,0.00003448193],"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":[0.00009435762,0.00005947248,0.01971196,0.0005128199,0.0004061025,0.001693871,0.001161348,0.00000106449,0.0003807224,0.0002303418,0.9745388,0.001209149],"study_design_scores_gemma":[0.001027503,0.00007009893,0.09789606,0.0008869753,0.0004278729,0.001756151,0.000009801566,0.00008067641,0.02372391,0.00003476839,0.8738078,0.0002783485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0289424,0.001129535,0.002183973,0.9377783,0.0035927,0.001600384,0.003131278,0.0002883273,0.02135313],"genre_scores_gemma":[0.3847812,0.009785615,0.001761364,0.5865263,0.003878303,0.0000375737,0.001462398,0.0001037749,0.01166345],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3558388,"threshold_uncertainty_score":0.9999033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03519805884841436,"score_gpt":0.2601945636175328,"score_spread":0.2249965047691184,"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."}}