{"id":"W2003333512","doi":"10.1038/ncpneph0551","title":"Improving outcomes of acute kidney injury: report of an initiative","year":2007,"lang":"en","type":"article","venue":"Nature Clinical Practice Nephrology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":137,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Acute kidney injury; Multidisciplinary approach; Medicine; Intensive care medicine; Creatinine; Etiology; Medical emergency; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02553933,0.001273817,0.001224666,0.001469069,0.002337141,0.004291872,0.00212447,0.003478629,0.0008513896],"category_scores_gemma":[0.01529141,0.000543492,0.00212803,0.002321915,0.001139334,0.002833808,0.005957411,0.003493547,0.0002534472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004860046,"about_ca_system_score_gemma":0.04074198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05318693,"about_ca_topic_score_gemma":0.0545246,"domain_scores_codex":[0.9903464,0.002554733,0.001120093,0.0005460429,0.002877212,0.002555469],"domain_scores_gemma":[0.9792935,0.002530828,0.003086053,0.001158737,0.004887267,0.009043545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006265425,0.01237548,0.7615852,0.0009134947,0.001718455,0.001057945,0.003694881,0.0007155985,0.00220015,0.003499194,0.0762683,0.1297059],"study_design_scores_gemma":[0.003830363,0.003288145,0.9648917,0.0002975663,0.001241777,0.0002894292,0.003789235,0.0005489186,0.00173346,0.0006144654,0.0193611,0.0001138397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8628423,0.005930547,0.001959115,0.08227192,0.001701285,0.003350414,0.01968888,0.0003177416,0.02193784],"genre_scores_gemma":[0.937512,0.005111129,0.0100689,0.01711536,0.001106882,0.004271942,0.02172118,0.0001244679,0.002968143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05318693,"threshold_uncertainty_score":0.1350664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.044150797073589,"score_gpt":0.4903394768112584,"score_spread":0.4461886797376695,"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."}}