{"id":"W4283012060","doi":"10.1111/myc.13482","title":"Cirrhosis and fungal infections‐a cocktail for catastrophe: A systematic review and meta‐analysis with machine learning","year":2022,"lang":"en","type":"review","venue":"Mycoses","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Relative risk; Internal medicine; Meta-analysis; Cirrhosis; Fungemia; Gastroenterology; Surgery; Confidence interval; Mycosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01494735,0.002370169,0.01515348,0.006099221,0.0005969111,0.003424528,0.001791281,0.00196841,0.003747866],"category_scores_gemma":[0.03325428,0.001256726,0.03908936,0.006319725,0.0006644641,0.001858191,0.001392854,0.001886105,0.0002840713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925693,"about_ca_system_score_gemma":0.003511163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005238752,"about_ca_topic_score_gemma":0.01170228,"domain_scores_codex":[0.9905961,0.004667134,0.002619865,0.0009032717,0.0009146329,0.0002990151],"domain_scores_gemma":[0.9743583,0.01982772,0.003670824,0.0006338011,0.001278535,0.0002309071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001508534,0.00003234555,0.006250825,0.375531,0.5954577,0.0001001345,0.00005948673,0.0005589562,0.0001271779,0.0001364387,0.0008535237,0.01938388],"study_design_scores_gemma":[0.0005146788,0.0001813563,0.004728779,0.0390856,0.9532559,0.00008579093,0.00003429408,0.0003328479,0.00007633074,0.0002594207,0.001419201,0.00002578531],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003278922,0.995142,0.0004590107,0.0002663539,0.0001143065,0.0002080623,0.0003658423,0.00001627793,0.0001493463],"genre_scores_gemma":[0.1856121,0.8073896,0.002933546,0.001175484,0.0004766259,0.001161964,0.0009237254,0.00002650841,0.0003003239],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01515348,"threshold_uncertainty_score":0.07905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0573920549949918,"score_gpt":0.3222669202766713,"score_spread":0.2648748652816795,"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."}}