{"id":"W4376141125","doi":"10.1093/bjs/znad101.048","title":"O048 Vote counting and sign testing methodology to assess the effect of tissue typing in liver transplantation","year":2023,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Typing; Liver transplantation; Transplantation; Internal medicine; Histocompatibility Testing; Cirrhosis; Hepatitis C","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":[],"consensus_categories":[],"category_scores_codex":[0.003486563,0.00006223399,0.0003612467,0.0002422002,0.00003898052,0.0000169597,0.00003893746,0.00004913422,0.000007455217],"category_scores_gemma":[0.0009985201,0.00005252051,0.0000524926,0.00038043,0.00002830642,0.00008511828,0.00000596866,0.0001825565,8.852952e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001356349,"about_ca_system_score_gemma":0.00003807878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002342401,"about_ca_topic_score_gemma":0.00003611227,"domain_scores_codex":[0.9990133,0.0002169352,0.0004255581,0.00007509015,0.0001413872,0.0001276995],"domain_scores_gemma":[0.9946227,0.00503377,0.0001737303,0.00003659065,0.0000899425,0.00004323708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003052665,0.00001243891,0.6734766,0.001959545,0.00004184384,0.00455527,0.0004501002,0.00004940179,0.03070121,0.00000604361,0.0003162936,0.288126],"study_design_scores_gemma":[0.0004411435,0.0001609441,0.9275289,0.002206351,0.0001165208,0.007903755,0.00008560504,0.00005054297,0.06136676,0.00002601108,0.00004876336,0.00006466555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943753,0.000589252,0.004513911,0.0002111201,0.0001106065,0.0001390291,0.000005117694,0.00001945457,0.00003617777],"genre_scores_gemma":[0.9934386,0.002771358,0.003561035,0.0001160962,0.0000761745,0.000002383365,0.000003350071,0.00001299119,0.00001802831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2880613,"threshold_uncertainty_score":0.2141724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179452160828803,"score_gpt":0.3525193384269142,"score_spread":0.2345741223440339,"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."}}