{"id":"W4296846541","doi":"10.1097/tp.0000000000004333","title":"Preoperative Fibrinogen Level and Bleeding in Liver Transplantation for End-stage Liver Disease: A Cohort Study","year":2022,"lang":"en","type":"article","venue":"Transplantation","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Perioperative; Liver transplantation; Fibrinogen; Surgery; Liver disease; Cohort; Blood transfusion; Population; Confounding; Transplantation; Internal medicine; Proportional hazards model","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":[0.0004955652,0.0002078276,0.0002734463,0.0002839161,0.0002560784,0.0000323281,0.00006777955,0.00004303239,0.0001491548],"category_scores_gemma":[0.00001934946,0.000225505,0.00006056959,0.0002687837,0.00003923955,0.0003206992,0.000009579068,0.0001866121,0.000003594213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001792969,"about_ca_system_score_gemma":0.0001157778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003470415,"about_ca_topic_score_gemma":0.0009067199,"domain_scores_codex":[0.9982054,0.000172207,0.0003810679,0.0005016759,0.0004832779,0.0002563591],"domain_scores_gemma":[0.9993601,0.0002089502,0.00008920762,0.0001373994,0.00008348768,0.0001208948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008246361,0.0007226111,0.9205636,0.002140941,0.0001500543,0.0009813391,0.05143393,0.001359296,0.005859231,0.0004639744,0.00002507134,0.008053546],"study_design_scores_gemma":[0.0063594,0.0006986404,0.9831707,0.00009398396,0.0006924645,0.00008189859,0.002314723,0.00463422,0.001651475,0.00002280953,0.00004778291,0.0002318954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885104,0.0003455538,0.004959894,0.0001355714,0.0001058586,0.004454587,0.001230624,0.00007160198,0.0001859418],"genre_scores_gemma":[0.9950931,0.0007522404,0.0008972464,0.00009422245,0.00004836073,0.001144432,0.001667627,0.00003792061,0.0002648523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06260706,"threshold_uncertainty_score":0.9195828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04660548079415122,"score_gpt":0.2991898455915758,"score_spread":0.2525843647974246,"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."}}