{"id":"W4301391058","doi":"10.1002/jso.27116","title":"TAC score better predicts survival than the BCLC following resection of hepatocellular carcinoma","year":2022,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Interquartile range; Concordance; Internal medicine; Liver cancer; Gastroenterology","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":[0.001238108,0.0005294802,0.0003895283,0.0009445948,0.0001885607,0.0008107739,0.0003235583,0.0003774805,0.001706304],"category_scores_gemma":[0.005746903,0.0001306097,0.0007390777,0.0006552425,0.0002441886,0.0003454901,0.0005377503,0.0004640392,0.0003650841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003697389,"about_ca_system_score_gemma":0.0005579234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002795522,"about_ca_topic_score_gemma":0.003465865,"domain_scores_codex":[0.9995609,0.0001656182,0.00005358975,0.00008766614,0.00008180833,0.00005029482],"domain_scores_gemma":[0.9971172,0.001129391,0.0009797525,0.0001753727,0.0002952031,0.0003029695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001770859,0.00001967801,0.9958479,0.000008961193,0.00007929133,0.00002729776,0.00001267485,0.0008446188,0.00009446911,0.00001601474,0.0001427507,0.002729309],"study_design_scores_gemma":[0.00002887347,0.0002631323,0.9766094,0.00001704441,0.000152772,0.0003160161,0.00006432691,0.02175543,0.0001604748,0.000304155,0.0003178186,0.00001049353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978167,0.000268355,0.0009008148,0.0001175289,0.00001723585,0.00001611198,0.0003349639,0.00002809255,0.0005002003],"genre_scores_gemma":[0.9991105,0.00004127454,0.000237938,0.00001189247,0.00001396023,0.000005681702,0.0004863249,0.000002675673,0.00008973099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002795522,"threshold_uncertainty_score":0.006547809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07099051732005429,"score_gpt":0.2869211270086661,"score_spread":0.2159306096886118,"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."}}