{"id":"W4317616769","doi":"10.2215/cjn.0000000000000035","title":"A Health Survey–Based Prediction Equation for Incident CKD","year":2023,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Seven Oaks General Hospital; Statistics Canada; Institute for Clinical Evaluative Sciences; University of Ottawa","funders":"","keywords":"Medicine; Baseline (sea); Structural equation modeling; Kidney disease; Internal medicine; Environmental health; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002172621,0.0005730065,0.0006978938,0.001138081,0.0002536674,0.0005914771,0.0008694557,0.0004126756,0.002426015],"category_scores_gemma":[0.006637795,0.0003268842,0.001000991,0.001428255,0.0001717428,0.000377603,0.0004953131,0.0009397729,0.0008227767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002718613,"about_ca_system_score_gemma":0.00375125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2483361,"about_ca_topic_score_gemma":0.1947742,"domain_scores_codex":[0.9991354,0.000212818,0.000087452,0.0002445337,0.0002459224,0.00007383564],"domain_scores_gemma":[0.9982567,0.0005651481,0.0003522818,0.0001083758,0.0006461868,0.00007126194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002202731,0.0001983978,0.9242472,0.0001657723,0.0007602333,0.0000991351,0.0001611557,0.01756542,0.0002738344,0.001610753,0.0193485,0.03534928],"study_design_scores_gemma":[0.0003474827,0.000174985,0.7462692,0.0001740716,0.0006565317,0.0003984649,0.0001203405,0.2351977,0.0002344674,0.002142548,0.01422352,0.00006074812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6636788,0.001827857,0.1241134,0.003016169,0.0004528086,0.002017977,0.1894654,0.001815162,0.01361252],"genre_scores_gemma":[0.9174749,0.0006742687,0.03881361,0.0003184484,0.00006624558,0.0008938315,0.03852179,0.00004546076,0.003191379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2483361,"threshold_uncertainty_score":0.4937813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179604015942745,"score_gpt":0.4271874732324012,"score_spread":0.3092270716381268,"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."}}