{"id":"W4415196081","doi":"10.1001/jamasurg.2025.4204","title":"Albumin Infusion and Kidney Injury in Cardiac Surgery","year":2025,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Acute kidney injury; Cardiac surgery; Albumin; Cardiopulmonary bypass; Kidney; Serum albumin","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":[0.001608308,0.0002071351,0.0007528085,0.001027195,0.0000640188,0.00005026085,0.00004427582,0.0002348218,0.00004642853],"category_scores_gemma":[0.003960492,0.0002060382,0.0002048848,0.0009687555,0.00008458832,0.0002340052,0.00007818238,0.0003056867,0.0000224727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001446587,"about_ca_system_score_gemma":0.0006617687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002161354,"about_ca_topic_score_gemma":0.00001127019,"domain_scores_codex":[0.9981117,0.000219536,0.0005920038,0.000400463,0.0003057367,0.0003705962],"domain_scores_gemma":[0.9975806,0.001597254,0.0001067755,0.0003729642,0.0001182276,0.0002242156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002983488,0.0000713699,0.6597802,0.000299588,0.00003164583,0.00006127603,0.0001249884,1.580239e-7,0.003308409,0.00003961951,0.1369812,0.1990031],"study_design_scores_gemma":[0.0003197847,0.00001476372,0.9257774,0.0009961927,0.00004880908,0.000006274132,0.0001129959,0.00003539243,0.007091742,0.0001127281,0.06529745,0.0001864415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878336,0.001013758,0.00002724943,0.006679042,0.001395269,0.0003521668,0.00004652185,0.0001033879,0.002549053],"genre_scores_gemma":[0.9945648,0.001230596,0.0001458903,0.002969209,0.0001858775,0.00005482736,0.0001836934,0.00002863445,0.0006364178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2659972,"threshold_uncertainty_score":0.8401992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567800593104332,"score_gpt":0.2766939117548466,"score_spread":0.2610159058238033,"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."}}