{"id":"W2081493651","doi":"10.1053/j.ajkd.2011.02.378","title":"Predicting Development of CKD in the General Population—Early Days in a Rapidly Evolving Field","year":2011,"lang":"en","type":"letter","venue":"American Journal of Kidney Diseases","topic":"Birth, Development, and Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Canada Research Chairs; Government of Canada","keywords":"Medicine; Field (mathematics); Population; Kidney disease; Intensive care medicine; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004102629,0.0005089723,0.001609801,0.001011379,0.001646588,0.002470811,0.001055972,0.01111336,0.001822116],"category_scores_gemma":[0.026478,0.0004501446,0.0006385755,0.0009116999,0.0009877726,0.003493601,0.0009575087,0.01267635,0.000845276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002018197,"about_ca_system_score_gemma":0.003179048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01279565,"about_ca_topic_score_gemma":0.02306545,"domain_scores_codex":[0.9968521,0.001277006,0.0006244404,0.000263286,0.000692747,0.0002902893],"domain_scores_gemma":[0.9785547,0.01274986,0.00096745,0.0003921298,0.004788538,0.002547414],"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":[0.0004190112,0.0004794524,0.2131694,0.0002559779,0.0001221391,0.005729826,0.0005437671,0.0005467545,0.0006387409,0.002388252,0.6222401,0.1534666],"study_design_scores_gemma":[0.001134126,0.001816335,0.4704324,0.00545413,0.0007767595,0.03052901,0.01053038,0.01301157,0.001592804,0.05933669,0.4048533,0.0005323343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01166735,0.00380472,0.00035607,0.9747577,0.005938143,0.00001706437,0.0002086194,0.0000299603,0.003220285],"genre_scores_gemma":[0.1785833,0.01667326,0.003853784,0.6725791,0.1235598,0.0000989793,0.0004856772,0.00005016224,0.004115893],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01279565,"threshold_uncertainty_score":0.02544236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022987304860346,"score_gpt":0.2852517348319182,"score_spread":0.2650218617833147,"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."}}