{"id":"W4385071544","doi":"10.1016/j.hpb.2023.07.901","title":"Modified integrated tumor burden, liver function, systemic inflammation, and tumor biology score to predict long-term outcomes after resection for hepatocellular carcinoma","year":2023,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Cohort; Internal medicine; Perioperative; Hepatectomy; Oncology; Surgery; 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":[0.0007230465,0.0004626865,0.000546595,0.000666809,0.000220848,0.0007570671,0.0003330098,0.0004496552,0.0008590012],"category_scores_gemma":[0.001968716,0.0001372818,0.0006215983,0.0006073675,0.0002786434,0.0005539258,0.0006504094,0.0007915798,0.0002152045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004770115,"about_ca_system_score_gemma":0.00051397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002021758,"about_ca_topic_score_gemma":0.003621839,"domain_scores_codex":[0.999693,0.00008431057,0.00003522604,0.00004469803,0.00007357739,0.00006922161],"domain_scores_gemma":[0.99883,0.0001704377,0.0004182369,0.00007435142,0.0001325134,0.0003744125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007664631,0.0000670599,0.9935201,0.00001764334,0.0002307004,0.00004850427,0.00002317778,0.0003422833,0.0004015736,0.00002608514,0.000176397,0.004380065],"study_design_scores_gemma":[0.00002451764,0.0003031437,0.996427,0.00000941088,0.0001518237,0.000139782,0.00008153115,0.002414617,0.0001389802,0.0001178019,0.0001800295,0.00001129984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981305,0.0006002634,0.0002790471,0.000105977,0.00002802198,0.00001113252,0.0002841381,0.00001164855,0.0005492906],"genre_scores_gemma":[0.9992267,0.00007513073,0.000118019,0.00001900767,0.00002242355,0.000006814701,0.0003715047,0.000001900364,0.000158501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002021758,"threshold_uncertainty_score":0.004019916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06078382353756716,"score_gpt":0.2625054762030652,"score_spread":0.201721652665498,"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."}}