{"id":"W4390587638","doi":"10.1016/j.hpb.2024.01.001","title":"The aMAP score predicts long-term outcomes after resection of hepatocellular carcinoma: a multi-institutional analysis","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Internal medicine; Resection; Cohort; Gastroenterology; Carcinoma; Cancer; Retrospective cohort study; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001428475,0.0005831881,0.0007628945,0.001713428,0.0007243718,0.001226693,0.0006413898,0.0005512707,0.001196364],"category_scores_gemma":[0.002633534,0.000394884,0.001510954,0.002434925,0.0005817758,0.001134983,0.001597307,0.0007948217,0.0002085203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006769003,"about_ca_system_score_gemma":0.0007472987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003357998,"about_ca_topic_score_gemma":0.003939235,"domain_scores_codex":[0.9990331,0.0002790931,0.0001122596,0.0001896969,0.0001579249,0.0002278639],"domain_scores_gemma":[0.9969981,0.0004589113,0.001364504,0.0002841163,0.0002787962,0.0006155535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001652991,0.00002090514,0.9987963,0.000004710828,0.0002040694,0.00003799928,0.0000199632,0.00006744922,0.00007417356,0.00000843921,0.00005870242,0.0005418819],"study_design_scores_gemma":[0.000009548768,0.00008303748,0.9989857,0.000003324608,0.000127108,0.0001510456,0.0001338837,0.0003486297,0.00004318071,0.00003271924,0.00007342491,0.000008377807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999102,0.0001746404,0.0001103908,0.00003542615,0.000006545209,0.000006768934,0.0003605839,0.000003856407,0.0001998083],"genre_scores_gemma":[0.9991867,0.00006085839,0.00005789293,0.0000115785,0.00001501304,0.000007135346,0.0005956631,0.000002494347,0.0000626936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003357998,"threshold_uncertainty_score":0.007554591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06958168886588663,"score_gpt":0.28493927763574,"score_spread":0.2153575887698534,"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."}}