{"id":"W4284975334","doi":"10.1002/lt.26541","title":"Alpha‐fetoprotein slope over 7.5 ng/ml over 3 months before liver transplantation for hepatocellular carcinoma predicts recurrence even after controlling for alpha‐fetoprotein at liver transplantation","year":2022,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Hepatocellular carcinoma; Liver transplantation; Medicine; Alpha-fetoprotein; Transplantation; Internal medicine; Alpha (finance); Gastroenterology; Milan criteria; Carcinoma; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007520505,0.0008915765,0.0009369742,0.0004893102,0.0009070755,0.00008920424,0.0003141617,0.0004249019,0.001433111],"category_scores_gemma":[0.00001945297,0.0009169778,0.00083029,0.0003709942,0.0001295747,0.0007871031,0.00002805497,0.00048279,0.00004783458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006221796,"about_ca_system_score_gemma":0.0002473955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000960635,"about_ca_topic_score_gemma":0.0005746637,"domain_scores_codex":[0.9948202,0.0003694219,0.001145994,0.001416216,0.001194642,0.001053476],"domain_scores_gemma":[0.997923,0.0004053211,0.0004457659,0.0005238907,0.0003128442,0.000389139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1219372,0.002509666,0.6656013,0.03089756,0.001962691,0.0190458,0.06164801,0.0004796674,0.06091427,0.0008923937,0.0007591219,0.03335235],"study_design_scores_gemma":[0.05308916,0.007979809,0.5336729,0.00137819,0.01320797,0.002052478,0.0003357352,0.2310473,0.148757,0.0003950691,0.005527022,0.002557302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322622,0.004637882,0.0437738,0.0002332087,0.000486725,0.01182479,0.006451549,0.0001859024,0.0001439657],"genre_scores_gemma":[0.9671362,0.004498983,0.003160276,0.0004096456,0.000444811,0.009427454,0.01391688,0.0001943761,0.0008113613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2305676,"threshold_uncertainty_score":0.9994797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02556472461368722,"score_gpt":0.2347579682278882,"score_spread":0.209193243614201,"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."}}