{"id":"W4224292621","doi":"10.3389/ti.2022.10333","title":"Patient Selection for Downstaging of Hepatocellular Carcinoma Prior to Liver Transplantation—Adjusting the Odds?","year":2022,"lang":"en","type":"review","venue":"Transplant International","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"Universität Leipzig; Deutsche Forschungsgemeinschaft","keywords":"Milan criteria; Medicine; Hepatocellular carcinoma; Selection (genetic algorithm); Liver transplantation; Transplantation; Biopsy; General surgery; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00678025,0.0004967497,0.0009974118,0.0006876483,0.0002486389,0.001361372,0.0006795463,0.0009004119,0.002319604],"category_scores_gemma":[0.02562577,0.0001916777,0.001840761,0.001430251,0.0004310299,0.001012177,0.0004108625,0.001610252,0.0002853881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004628159,"about_ca_system_score_gemma":0.000894735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009030957,"about_ca_topic_score_gemma":0.00117556,"domain_scores_codex":[0.9953539,0.002856001,0.0005112453,0.0006551585,0.000426905,0.0001967362],"domain_scores_gemma":[0.9766423,0.01576585,0.005071543,0.001019139,0.0007506224,0.0007506045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004132582,0.0000801669,0.8761635,0.001026225,0.003778556,0.0002184,0.0001228237,0.001092064,0.000268392,0.001119012,0.004494439,0.1075037],"study_design_scores_gemma":[0.0007231161,0.002075688,0.9152586,0.002417891,0.01648246,0.002701768,0.0005224571,0.02137173,0.001570306,0.01614521,0.02058799,0.0001428715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6920046,0.2295247,0.03819449,0.02582655,0.004129035,0.0002242112,0.002493764,0.0003127205,0.007289908],"genre_scores_gemma":[0.9783849,0.01127626,0.005536845,0.001394835,0.002169498,0.0001035008,0.0007164862,0.00005057851,0.0003671764],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00678025,"threshold_uncertainty_score":0.03585786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031525277302406,"score_gpt":0.2978679098195921,"score_spread":0.1947153820893515,"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."}}