{"id":"W4220976114","doi":"10.1097/txd.0000000000001258","title":"Association of Phlebotomy on Blood Product Transfusion Requirements During Liver Transplantation: An Observational Cohort Study on 1000 Cases","year":2022,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Phlebotomy; Blood product; Observational study; Cohort study; Blood transfusion; Blood pressure; Cohort; Dissection (medical)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007471088,0.0003087461,0.0004818116,0.0003916765,0.0004139133,0.00002140313,0.0001504184,0.00007048807,0.001065418],"category_scores_gemma":[0.00001910008,0.00031154,0.000163622,0.0004771448,0.00002617861,0.0002658981,0.000004644131,0.0003224205,0.000008884991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002294457,"about_ca_system_score_gemma":0.0001015691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002194133,"about_ca_topic_score_gemma":0.00009534103,"domain_scores_codex":[0.9963986,0.0004113941,0.0007261723,0.0006332729,0.001547964,0.0002825616],"domain_scores_gemma":[0.9988264,0.0002611572,0.0002896244,0.0003419623,0.0001691148,0.000111689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00497694,0.00355414,0.964967,0.001019669,0.0004245492,0.0009456956,0.005330369,0.0005214171,0.0178667,0.0001213154,0.00005612206,0.0002161561],"study_design_scores_gemma":[0.005109455,0.00290248,0.8232435,0.0001143105,0.001569688,0.0002136984,0.00024801,0.00001857641,0.1662777,0.000006259605,0.00003923331,0.0002570447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936885,0.00002859306,0.00005906822,0.0003306535,0.0002037383,0.002535424,0.0005044641,0.0002860825,0.002363432],"genre_scores_gemma":[0.9952813,0.001488121,0.0001986861,0.0002550466,0.00009737613,0.0003952468,0.001223677,0.00005539236,0.001005197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.148411,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04985467542511567,"score_gpt":0.3143755035450321,"score_spread":0.2645208281199165,"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."}}