{"id":"W2078830570","doi":"10.1038/nrneph.2011.195","title":"Progression, prediction, populations and possibilities","year":2011,"lang":"en","type":"review","venue":"Nature Reviews Nephrology","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Kidney disease; Intensive care medicine; Clinical trial; MEDLINE; Disease; Bioinformatics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003948166,0.0005342005,0.002914917,0.0002620736,0.0001139065,0.00001696369,0.0001425281,0.001615462,0.0005665484],"category_scores_gemma":[0.000633203,0.0003370243,0.0006480259,0.0003162956,0.0002266732,0.00007846823,0.0001093645,0.001371645,0.0001346704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009577565,"about_ca_system_score_gemma":0.0006178167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003481766,"about_ca_topic_score_gemma":0.000004268883,"domain_scores_codex":[0.9974492,0.0003348369,0.001005043,0.000677283,0.0001450979,0.0003885191],"domain_scores_gemma":[0.9981992,0.0001038536,0.0004507092,0.0007613582,0.0001096572,0.0003752733],"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":[0.00001099202,0.00009283501,0.0002633115,0.03502207,0.0001475043,0.00001095517,0.00003012377,8.641733e-10,1.348014e-7,0.001873931,0.04526592,0.9172822],"study_design_scores_gemma":[0.0002966466,0.0001841975,0.0003188547,0.01615214,0.004216362,0.0003586257,0.000002326659,6.676001e-7,7.589014e-8,0.0007238243,0.9775277,0.0002185237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006690541,0.9947287,0.000003167336,0.0001351765,0.0004434804,0.002838568,0.0001294272,0.0001141712,0.001600641],"genre_scores_gemma":[0.000002174133,0.9945675,0.0008312376,0.001512067,0.0008034706,0.0005331037,0.001014341,0.00005835716,0.0006777058],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9322618,"threshold_uncertainty_score":0.9999081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07289421357822189,"score_gpt":0.4038423713688676,"score_spread":0.3309481577906457,"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."}}