{"id":"W4392295656","doi":"10.1097/mnh.0000000000000981","title":"Prediction models for earlier stages of chronic kidney disease","year":2024,"lang":"en","type":"article","venue":"Current Opinion in Nephrology & Hypertension","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seven Oaks General Hospital; University of Manitoba","funders":"","keywords":"Kidney disease; Disease; Medicine; Intensive care medicine; 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":[0.002909495,0.001515545,0.00194949,0.001885821,0.0001630474,0.001593912,0.001290577,0.001077664,0.004226584],"category_scores_gemma":[0.01143952,0.000270835,0.002336277,0.00143916,0.0002395993,0.001113093,0.0005558896,0.001954532,0.001821476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007835612,"about_ca_system_score_gemma":0.001237718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004626335,"about_ca_topic_score_gemma":0.004016709,"domain_scores_codex":[0.9990919,0.0003839608,0.00008600642,0.0001596471,0.0002329309,0.00004563587],"domain_scores_gemma":[0.9949738,0.003594171,0.0005165482,0.00009510325,0.000713303,0.0001070789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005490427,0.0002424065,0.03709939,0.02037152,0.004134276,0.0004054295,0.0001313801,0.09246701,0.0007032943,0.01228468,0.1207824,0.710829],"study_design_scores_gemma":[0.0004101346,0.001016947,0.0525342,0.0261769,0.008537086,0.002825638,0.0002733149,0.42952,0.002304105,0.06117842,0.4147656,0.0004576562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01734103,0.8572066,0.08932129,0.01550422,0.004600423,0.0002671131,0.006800353,0.001094124,0.007864907],"genre_scores_gemma":[0.2173799,0.7114746,0.0474822,0.003742666,0.005242296,0.0004819888,0.009149415,0.000231064,0.004815873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004626335,"threshold_uncertainty_score":0.01538706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05915575286593065,"score_gpt":0.3175562255031065,"score_spread":0.2584004726371759,"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."}}