{"id":"W1984242002","doi":"10.1111/j.1751-2824.2009.01240.x","title":"Blood transfusions in neonatal cardiac surgery and ECMO","year":2009,"lang":"en","type":"article","venue":"ISBT Science Series","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiac surgery; Anesthesia; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003820889,0.00009181614,0.0001690193,0.0001415448,0.00008746999,0.0000563757,0.0001283416,0.00003742908,0.00003425224],"category_scores_gemma":[0.00004293942,0.00008875466,0.00003378539,0.0005488564,0.0001706959,0.0007046369,0.00001280966,0.00009100759,0.000007011249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000188182,"about_ca_system_score_gemma":0.0000430787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001437149,"about_ca_topic_score_gemma":0.00004596622,"domain_scores_codex":[0.999153,0.00001069248,0.0001520104,0.0001974827,0.0002101022,0.0002767587],"domain_scores_gemma":[0.9996642,0.00004218093,0.00000895876,0.0001549331,0.00001514093,0.0001145929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003657491,0.0001154654,0.2425763,0.0002768556,0.00005333301,0.0004790901,0.01170446,0.00220852,0.4970208,0.04471981,0.0005360289,0.2002727],"study_design_scores_gemma":[0.0002880432,0.0001328315,0.771611,0.0001415022,0.00004663982,0.0001526368,0.001672249,0.00254182,0.1989516,0.006760657,0.01658159,0.001119357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977958,0.0006854223,0.00004929619,0.000191289,0.0002512532,0.0000725093,0.000007095327,0.0001233477,0.0008239377],"genre_scores_gemma":[0.9996564,0.00007884363,0.0001715095,0.0000471148,0.0000234728,0.00000363032,9.4463e-7,0.000005449488,0.00001257524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5290347,"threshold_uncertainty_score":0.361931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008568269085494008,"score_gpt":0.2050182580050023,"score_spread":0.1964499889195083,"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."}}