{"id":"W4385191202","doi":"10.1097/sla.0000000000006024","title":"Liver Histology Predicts Liver Regeneration and Outcome in ALPPS","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Histology; Gastroenterology; Pathological; Stage (stratigraphy); Internal medicine; Parenchyma; Pathology; Cohort; Liver regeneration; Histopathology; Hepatectomy; Surgery; Regeneration (biology); Resection","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":[0.0004705743,0.0002861791,0.0002556135,0.0006630882,0.0002264639,0.0004184002,0.0001891986,0.0002279185,0.002864521],"category_scores_gemma":[0.002351197,0.0001468303,0.0003943758,0.0005482007,0.0002450188,0.0003442498,0.0004173462,0.0004773462,0.0002494215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924068,"about_ca_system_score_gemma":0.0002542182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008491057,"about_ca_topic_score_gemma":0.0009822054,"domain_scores_codex":[0.9998218,0.00003979368,0.00002338092,0.00003380139,0.00004023999,0.00004089485],"domain_scores_gemma":[0.9979483,0.0003322227,0.001194936,0.00007173043,0.0001286356,0.0003242443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009550984,0.000006948777,0.9988322,0.000004415812,0.00001268333,0.0001072539,0.000007830622,0.00004943143,0.0001379544,0.000007291902,0.00002480648,0.0007137619],"study_design_scores_gemma":[0.000003670952,0.0001107611,0.9984801,0.000005889046,0.00001696229,0.0009152694,0.00004824306,0.0002090607,0.00008278171,0.00003412236,0.00009096631,0.000002137897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990281,0.0002248325,0.0001447938,0.00003695522,0.000004439194,0.000005150631,0.0001558937,0.000004686609,0.0003950978],"genre_scores_gemma":[0.9995198,0.00007781171,0.00005200832,0.000005903718,0.000007764778,0.000003182564,0.0002155167,0.000001534468,0.0001164996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002864521,"threshold_uncertainty_score":0.009582758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.500061495355163,"score_gpt":0.3356588204705007,"score_spread":0.1644026748846623,"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."}}