{"id":"W4220770523","doi":"10.1002/lt.26451","title":"Coagulopathy and hemostasis management in patients undergoing liver transplantation","year":2022,"lang":"en","type":"review","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Medicine; Liver transplantation; Intensive care medicine; Hemostasis; Coagulopathy; Liver disease; Disease; Perioperative; Broad spectrum; Multidisciplinary approach; Chronic liver disease; Transplantation; Disease management; Surgery; Internal medicine; Cirrhosis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001910748,0.0005308847,0.0009395845,0.0007212558,0.0001686467,0.00004552933,0.000122996,0.0002250379,0.0002663087],"category_scores_gemma":[0.000001780521,0.0005319897,0.0002709902,0.000486522,0.00004787744,0.0003398669,0.00001513525,0.0004192087,0.0000466636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588856,"about_ca_system_score_gemma":0.0001310131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009365831,"about_ca_topic_score_gemma":0.0000926012,"domain_scores_codex":[0.9972661,0.0002768412,0.0007351638,0.000745587,0.000609711,0.0003666514],"domain_scores_gemma":[0.9990841,0.0002605663,0.0002239998,0.000237541,0.00003194219,0.0001618207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009286691,0.0004349537,0.001600223,0.2234958,0.0008014707,0.005670616,0.003132326,0.00000604565,1.707836e-7,0.0002964074,0.00001552937,0.7636178],"study_design_scores_gemma":[0.06223411,0.003815415,0.3141161,0.1225216,0.2265598,0.004952744,0.001470831,0.0003490446,0.00005922979,0.0002746249,0.2568692,0.006777225],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008027968,0.9846743,0.0003927961,0.00001075689,0.0002503625,0.003295816,0.0008721456,0.0001198905,0.002355938],"genre_scores_gemma":[0.003757077,0.9828204,0.0003706091,0.0001033195,0.00004477619,0.0002894405,0.0124476,0.00008283021,0.00008397944],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7568406,"threshold_uncertainty_score":0.9997132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03293311729405712,"score_gpt":0.2816878424622111,"score_spread":0.2487547251681539,"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."}}