{"id":"W4246084697","doi":"10.1016/j.mpsur.2007.07.001","title":"Acute renal failure","year":2007,"lang":"en","type":"article","venue":"Surgery (Oxford)","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Medicine; Renal replacement therapy; Intensive care medicine; Acute kidney injury; Dialysis; Sepsis; Rhabdomyolysis; Critically ill; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001318223,0.0002047141,0.0004411418,0.0004117059,0.0001114673,0.00002778467,0.0001378881,0.0001918913,0.002119448],"category_scores_gemma":[0.0004529404,0.0001703279,0.0002740354,0.0006253556,0.0001332056,0.000152529,0.000091325,0.000498311,0.0003091709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001147365,"about_ca_system_score_gemma":0.0003968981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000010799,"about_ca_topic_score_gemma":0.00001361363,"domain_scores_codex":[0.9976392,0.00003725309,0.0004210172,0.0003441251,0.0007023685,0.0008559894],"domain_scores_gemma":[0.9981447,0.0004268838,0.00007736401,0.0005498485,0.000182459,0.000618768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009364752,0.0001295136,0.1058148,0.00005717599,0.0003067892,0.001935634,0.00007739349,4.904534e-8,0.02089931,0.0002333725,0.8427038,0.02690568],"study_design_scores_gemma":[0.0006085154,0.0001202379,0.02677088,0.00007522581,0.00008969924,0.0005667099,0.00008297373,0.000009982944,0.03308786,0.0001213379,0.938253,0.0002135546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9039986,0.0002021271,0.001313476,0.01312798,0.0006220614,0.0005764877,0.0001313461,0.0003735316,0.07965441],"genre_scores_gemma":[0.9658574,0.0001719005,0.001978772,0.003323115,0.001141438,0.00003497917,0.0002811559,0.00009118565,0.02712007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09554918,"threshold_uncertainty_score":0.9987928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636823148079053,"score_gpt":0.322279950660331,"score_spread":0.2959117191795405,"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."}}