{"id":"W4387965845","doi":"10.1136/gutjnl-2023-329923","title":"Novel prognostic biomarkers in decompensated cirrhosis: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Gut","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto General Hospital","funders":"Instituto de Salud Carlos III; Horizon 2020 Framework Programme; Agència de Gestió d'Ajuts Universitaris i de Recerca; Deutsche Forschungsgemeinschaft","keywords":"Medicine; Meta-analysis; Cirrhosis; Internal medicine; MEDLINE; Intensive care medicine; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005438672,0.0003356732,0.006682064,0.0006398987,0.000021644,0.00002190221,0.00009552884,0.0001240689,0.00008183526],"category_scores_gemma":[0.0000912158,0.0002108435,0.00159547,0.001859875,0.00002187665,0.00003948396,0.0000196537,0.0001412544,0.0001742987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000461883,"about_ca_system_score_gemma":0.0001297862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008522542,"about_ca_topic_score_gemma":0.00006476446,"domain_scores_codex":[0.9979179,0.0002280347,0.001009914,0.0004208087,0.0002401024,0.00018326],"domain_scores_gemma":[0.9987313,0.0003567995,0.0003397373,0.0003904231,0.00005703221,0.0001246838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000001402591,0.00002663821,0.000007410739,0.6874339,0.312341,0.00007190763,0.00001464161,2.848893e-8,3.449284e-8,0.000004851081,0.0000104549,0.0000877232],"study_design_scores_gemma":[0.0001433978,0.00001246418,0.00007303403,0.1854887,0.8138283,0.00005445794,0.000006437705,0.000006021632,1.364422e-8,0.000001830008,0.0002393429,0.0001459643],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001476953,0.9945155,0.00002103546,0.00007303581,0.0000139147,0.00504744,0.0002206281,0.00005976467,0.0000472318],"genre_scores_gemma":[0.00003103158,0.9972225,0.00006568793,0.000186594,0.000006896049,0.001399864,0.000888246,0.00003684748,0.0001623453],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5019451,"threshold_uncertainty_score":0.859795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1734037508652968,"score_gpt":0.3899801400179297,"score_spread":0.2165763891526329,"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."}}