{"id":"W2078982390","doi":"10.1038/nrneph.2011.86","title":"Early detection of CKD: the benefits, limitations and effects on prognosis","year":2011,"lang":"en","type":"review","venue":"Nature Reviews Nephrology","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Intensive care medicine; MEDLINE","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":[0.003924374,0.001722418,0.006079519,0.002285916,0.0003837479,0.002240475,0.001903056,0.002565888,0.002219283],"category_scores_gemma":[0.00572531,0.0005290154,0.001278813,0.002545469,0.001302839,0.002311862,0.00116355,0.004357512,0.0009222803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071393,"about_ca_system_score_gemma":0.00223302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003146019,"about_ca_topic_score_gemma":0.00581595,"domain_scores_codex":[0.9987997,0.0003156446,0.0001683974,0.0002213264,0.0004287511,0.00006624498],"domain_scores_gemma":[0.9940149,0.004074763,0.0005458196,0.00009500625,0.001054617,0.0002149604],"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":[0.000249175,0.0001124859,0.001411582,0.01631061,0.0005170624,0.0001052548,0.00005551776,0.0004006583,0.0005568365,0.00263913,0.01655287,0.9610888],"study_design_scores_gemma":[0.0003160698,0.0008087625,0.02163112,0.04969259,0.003867237,0.004058613,0.0005433492,0.00120004,0.001357135,0.01968788,0.8965733,0.0002639101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000945603,0.9988293,0.0001112684,0.000660972,0.0001321318,0.000001666745,0.00001464477,0.000003367568,0.0001521125],"genre_scores_gemma":[0.001248368,0.9976267,0.0002538766,0.0003900278,0.0003708506,0.000003738886,0.00001607573,0.000001493974,0.00008888353],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006079519,"threshold_uncertainty_score":0.02075428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04715374825146725,"score_gpt":0.316449863703507,"score_spread":0.2692961154520398,"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."}}