{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002702736,0.000297343,0.003651818,0.0002531821,0.0001905435,0.00003303481,0.00004330702,0.00004854986,0.0002751218],"category_scores_gemma":[0.00003952399,0.0001832556,0.0006483766,0.0004943664,0.00002693128,0.00005801455,0.00002220637,0.0002148576,0.000002687837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003376987,"about_ca_system_score_gemma":0.00008547454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009259692,"about_ca_topic_score_gemma":0.0000409057,"domain_scores_codex":[0.9986906,0.0002540857,0.0004026988,0.0003384385,0.0001787012,0.0001354939],"domain_scores_gemma":[0.9988841,0.0004639101,0.0002896375,0.0002080885,0.00004567034,0.0001086008],"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":[0.000009715344,0.00003242958,0.00008454939,0.843823,0.1553422,0.00001896939,0.00002559594,5.50015e-7,1.264638e-8,0.000008907771,0.00001151337,0.0006425617],"study_design_scores_gemma":[0.0002207888,0.0002579415,0.000009470567,0.02643738,0.9432118,0.0002862002,0.00001703113,0.000007945845,7.156537e-8,8.665169e-7,0.02938705,0.0001634722],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006498085,0.9960452,0.0001325988,0.00002885352,0.000008293635,0.00290262,0.0008106756,0.00003935269,0.00002585022],"genre_scores_gemma":[0.0001172018,0.9950646,0.0001033301,0.0001109779,0.00001409168,0.002298784,0.00192284,0.00003410983,0.0003340553],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8173856,"threshold_uncertainty_score":0.7472945,"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."}}