{"id":"W3180874315","doi":"10.1016/j.hpb.2021.06.430","title":"Appraisal of multivariable prognostic models for post-operative liver decompensation following partial hepatectomy: a systematic review","year":2021,"lang":"en","type":"review","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Medicine; Decompensation; Hepatectomy; Multivariable calculus; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007158791,0.001611561,0.01038099,0.004002393,0.0003455321,0.002214977,0.001952439,0.001455022,0.005211306],"category_scores_gemma":[0.03010871,0.001060518,0.01589997,0.005498962,0.000616395,0.001683467,0.001364104,0.001733365,0.0003662778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001702012,"about_ca_system_score_gemma":0.004455741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007939745,"about_ca_topic_score_gemma":0.02220363,"domain_scores_codex":[0.9963034,0.001502454,0.001178225,0.0004374046,0.0004593411,0.0001191609],"domain_scores_gemma":[0.9814457,0.01387083,0.0032793,0.0003334899,0.0008847676,0.0001859338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009054173,0.00003404343,0.004713315,0.7882357,0.1705238,0.00007991815,0.0001239709,0.000430494,0.0001368583,0.0002165905,0.001584017,0.03301595],"study_design_scores_gemma":[0.001056343,0.0002860803,0.0106289,0.1599983,0.8203103,0.0001678125,0.000141578,0.0004095731,0.000104493,0.0005388048,0.006283583,0.00007420573],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001928213,0.9967392,0.0002715756,0.000140276,0.00008078585,0.0001246235,0.0005943868,0.00001201529,0.0001088507],"genre_scores_gemma":[0.06926348,0.9276935,0.001213334,0.0004939855,0.0001569666,0.0003708169,0.0006425934,0.00001295991,0.000152409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01038099,"threshold_uncertainty_score":0.03785974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.137127703925548,"score_gpt":0.3659043130002043,"score_spread":0.2287766090746562,"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."}}