{"id":"W2074784406","doi":"10.1038/nrneph.2010.185","title":"Advances in diagnosis and estimating disease prognosis","year":2011,"lang":"en","type":"review","venue":"Nature Reviews Nephrology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital; University of Alberta Hospital","funders":"","keywords":"Medicine; Intensive care medicine; Acute kidney injury; Disease; Complication; Quality of life (healthcare); 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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001026905,0.0007199636,0.00448127,0.0006183913,0.00006624323,0.00001934616,0.0003706426,0.001366568,0.0003866333],"category_scores_gemma":[0.003432258,0.0004832449,0.0005649375,0.0006691099,0.0002766677,0.0001786363,0.0002908008,0.003491701,0.0001831643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440501,"about_ca_system_score_gemma":0.0004885702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005375013,"about_ca_topic_score_gemma":0.00001153145,"domain_scores_codex":[0.9959455,0.0008467226,0.001227815,0.001021097,0.0002525595,0.0007062783],"domain_scores_gemma":[0.9974271,0.0005751387,0.0005542767,0.0007360733,0.00008820633,0.0006192109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003874129,0.0001281663,0.001178255,0.07386282,0.00005671005,0.0001905738,0.00001698387,2.591677e-9,2.445555e-8,0.0001622856,0.01153467,0.9128308],"study_design_scores_gemma":[0.0003301373,0.0002096716,0.0001042596,0.03617603,0.001716633,0.0002308895,7.196025e-7,0.000006653132,5.985805e-8,0.0001188585,0.9607764,0.0003296823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001218553,0.9922183,0.000008307756,0.0005471983,0.000258325,0.005720176,0.00009178886,0.00005332331,0.001101378],"genre_scores_gemma":[0.000001137916,0.9847437,0.005763792,0.001695322,0.0005372958,0.006782356,0.0002783439,0.00009404338,0.0001040446],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9492418,"threshold_uncertainty_score":0.9999298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07131459420661337,"score_gpt":0.437469067517485,"score_spread":0.3661544733108716,"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."}}