{"id":"W4404645906","doi":"10.1016/j.bpg.2024.101964","title":"Liver assistive devices in acute liver failure: Current use and future directions","year":2024,"lang":"en","type":"article","venue":"Best Practice & Research Clinical Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Liver failure; Current (fluid); Medicine; Computer science; Intensive care medicine; Engineering; Internal medicine; Electrical engineering","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":[0.001756341,0.0001605582,0.0003173095,0.0003565365,0.0001082684,0.0001622343,0.0001005331,0.0001710894,0.0001154331],"category_scores_gemma":[0.000557481,0.0001329942,0.0001198961,0.0003426916,0.0003824444,0.001023999,0.0001096627,0.001925357,0.0002156369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007927726,"about_ca_system_score_gemma":0.0002117634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002826175,"about_ca_topic_score_gemma":0.001205898,"domain_scores_codex":[0.9962959,0.001633787,0.0004640382,0.0006415959,0.0004562671,0.000508442],"domain_scores_gemma":[0.9957882,0.003151092,0.00006185752,0.0002372415,0.0003912608,0.0003703364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01039421,0.003506434,0.9040221,0.0005565463,0.001645143,0.008764788,0.0009562524,3.744907e-7,0.00004799048,0.0005568716,0.003861611,0.06568769],"study_design_scores_gemma":[0.001625948,0.002942916,0.7410533,0.0003413431,0.001322417,0.0006915282,0.0004532063,0.0004189021,0.000003625585,0.00001884087,0.2510491,0.0000788366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719576,0.00879631,0.0001432764,0.0175217,0.0006320063,0.0006486421,0.00007672542,0.0000638198,0.000159883],"genre_scores_gemma":[0.9022513,0.09465577,0.001006381,0.0007385039,0.001017103,0.0000957731,0.00008592173,0.000026653,0.0001225942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2471875,"threshold_uncertainty_score":0.8364826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132703420299317,"score_gpt":0.4694011651928126,"score_spread":0.3561308231628808,"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."}}