{"id":"W1544849443","doi":"10.1159/000329401","title":"Renal Replacement Therapy: When to Start","year":2011,"lang":"en","type":"review","venue":"Contributions to nephrology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; University of Alberta Hospital","funders":"Canadian Institutes of Health Research; Alberta Innovates - Health Solutions","keywords":"Renal replacement therapy; Medicine; Intensive care medicine; Critically ill; Acute kidney injury; Ideal (ethics); Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.0009929987,0.0005535622,0.00241625,0.0008449041,0.0001960713,0.00002838624,0.0005627442,0.0007149745,0.006454797],"category_scores_gemma":[0.001209438,0.000433205,0.000521159,0.000674369,0.000147273,0.00004331099,0.0004522879,0.0009848601,0.007330095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000872797,"about_ca_system_score_gemma":0.002147369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000605827,"about_ca_topic_score_gemma":0.00001707657,"domain_scores_codex":[0.9961798,0.000499968,0.0009095989,0.0009202888,0.0003489909,0.001141413],"domain_scores_gemma":[0.9959612,0.0002557559,0.0001790187,0.00164318,0.0007325012,0.001228357],"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":[0.0007172756,0.0001569843,0.000003379167,0.0003152779,0.0007099659,0.00006079305,0.00007676651,1.588649e-8,0.00002312952,0.001165351,0.6672781,0.3294929],"study_design_scores_gemma":[0.001397123,0.00317259,0.00001012139,0.001032802,0.0007189258,0.0003164384,0.000003889735,5.727226e-7,0.00001530104,0.0001340152,0.9928631,0.000335085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007587953,0.9735209,0.002220185,0.01090233,0.0003372715,0.0065179,0.003191853,0.0001618425,0.00314016],"genre_scores_gemma":[0.000003771998,0.9713508,0.001122984,0.01163738,0.0008477042,0.003403052,0.001572469,0.00008981485,0.009972034],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3291578,"threshold_uncertainty_score":0.9998119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09129401212191184,"score_gpt":0.4157186974945216,"score_spread":0.3244246853726097,"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."}}