{"id":"W1976416914","doi":"10.1213/01.ane.0000111184.21278.07","title":"Transfusion Predictors in Liver Transplant","year":2004,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Retrospective cohort study; Blood transfusion; Univariate analysis; Liver transplantation; Red blood cell; Blood product; Multivariate analysis; Surgery; Internal medicine; Transplantation","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":[0.0001777979,0.0001970355,0.000307496,0.0002524936,0.00005407179,0.00001221981,0.0001036107,0.0001208257,0.0002687415],"category_scores_gemma":[0.000002342717,0.0001677323,0.0001483504,0.000376077,0.00005400868,0.00008232376,0.000003902814,0.0002083657,0.00008903114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006095518,"about_ca_system_score_gemma":0.00007177892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007230045,"about_ca_topic_score_gemma":0.0004467154,"domain_scores_codex":[0.9986998,0.00003226606,0.0002918058,0.0003310945,0.0003299604,0.0003151002],"domain_scores_gemma":[0.9995059,0.00001282131,0.00002616624,0.0002572717,0.00002423012,0.0001736361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004896231,0.01005528,0.7049677,0.001997759,0.0007436196,0.08145199,0.02410128,0.0008058865,0.02386139,0.06491666,0.002746954,0.07945523],"study_design_scores_gemma":[0.007263744,0.0006742313,0.9664811,0.0005159004,0.0003525926,0.001350474,0.0002463616,0.0001169541,0.004475748,0.0002719128,0.01790849,0.0003425079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863474,0.0005077128,0.0008701117,0.008427454,0.0000287556,0.0006412302,7.820249e-7,0.0001344018,0.003042199],"genre_scores_gemma":[0.9942548,0.002560858,0.0004276417,0.002340055,0.00004847312,0.00002967386,0.00002186223,0.00002812686,0.0002884544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2615134,"threshold_uncertainty_score":0.6839927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014462215592126,"score_gpt":0.2205661696402365,"score_spread":0.2104215474843153,"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."}}