{"id":"W2146468024","doi":"10.1093/ndtplus/4.s2.31","title":"General &amp; clinical epidemiology CKD 1-5 (1)","year":2011,"lang":"en","type":"article","venue":"Clinical Kidney Journal","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Epidemiology; Clinical epidemiology; Data science; Intensive care medicine; Internal medicine; Computer science","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007523613,0.0002375307,0.001228552,0.0001099356,0.0001190025,0.0000159946,0.0002680735,0.0003427514,0.003520394],"category_scores_gemma":[0.01191023,0.0001655496,0.001072065,0.0001095579,0.0004110196,0.0001031576,0.0001530403,0.001192464,0.001827438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004854368,"about_ca_system_score_gemma":0.0002873423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007427671,"about_ca_topic_score_gemma":0.000002093416,"domain_scores_codex":[0.9952368,0.0009695722,0.00251314,0.0004511393,0.0002056983,0.0006236436],"domain_scores_gemma":[0.9953563,0.0009485257,0.000610749,0.0005831518,0.0001558418,0.002345421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002898232,0.00109397,0.6305401,0.00001086347,0.000573547,0.0001524232,0.00002421374,9.180948e-8,0.000002892198,0.001347841,0.3219621,0.04400215],"study_design_scores_gemma":[0.004056613,0.001487315,0.4670344,0.0000810712,0.0005691336,0.0001705722,0.00001050157,0.00003293034,0.000004902001,0.006030549,0.5203705,0.000151591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8371071,0.001013124,0.004428453,0.01951911,0.01104265,0.000698214,0.00001316082,0.0002104886,0.1259677],"genre_scores_gemma":[0.330696,0.01392197,0.3127647,0.2188441,0.02308732,0.0000508244,0.0002004452,0.0002059788,0.1002287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5064111,"threshold_uncertainty_score":0.9989498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3540145266919351,"score_gpt":0.4741296774680788,"score_spread":0.1201151507761437,"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."}}