{"id":"W4312804846","doi":"10.1016/j.hpb.2022.05.466","title":"Appraisal of Multivariable Prognostic Models for Post-Operative Liver Decompensation Following Partial Hepatectomy: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Checklist; Overfitting; MEDLINE; Systematic review; Liver transplantation; Decompensation; Medical physics; Intensive care medicine; Surgery; Internal medicine; Machine learning; Computer science; Transplantation","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00728196,0.001632101,0.01044095,0.004009665,0.0003454501,0.002232872,0.00195146,0.001464708,0.0051352],"category_scores_gemma":[0.0303954,0.001071723,0.01605869,0.005479163,0.0006210565,0.001679598,0.001363978,0.001753759,0.00036204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001700039,"about_ca_system_score_gemma":0.004392533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007812155,"about_ca_topic_score_gemma":0.02185044,"domain_scores_codex":[0.9962631,0.001529783,0.001180182,0.0004449571,0.0004624035,0.0001196207],"domain_scores_gemma":[0.9812449,0.01403815,0.003312947,0.0003337829,0.0008832652,0.0001869395],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009412845,0.00003531544,0.004833724,0.7817699,0.1765943,0.00008110488,0.0001244097,0.0004499448,0.000137026,0.0002202375,0.001583318,0.03322956],"study_design_scores_gemma":[0.001073711,0.0002875552,0.01047657,0.1537195,0.8269649,0.0001654935,0.0001393923,0.0004180987,0.0001039274,0.0005358267,0.006040734,0.00007424693],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001992445,0.9966658,0.000278016,0.0001421137,0.00008238091,0.0001280963,0.0005899934,0.00001213186,0.0001090878],"genre_scores_gemma":[0.07241853,0.9244622,0.00125462,0.0005037244,0.0001619762,0.0003871942,0.0006448227,0.00001299911,0.0001539033],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.992718,"threshold_uncertainty_score":0.03851116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1558433055483508,"score_gpt":0.3615898883905476,"score_spread":0.2057465828421968,"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."}}