{"id":"W4408053087","doi":"10.1053/j.ajkd.2024.12.010","title":"Sleep Disorders in CKD: A Review","year":2025,"lang":"en","type":"review","venue":"American Journal of Kidney Diseases","topic":"Restless Legs Syndrome Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Sleep (system call); Internal medicine; Intensive care 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004950099,0.0004853113,0.005222893,0.001362265,0.00003207992,0.00002775218,0.0006334158,0.00008436864,0.0003373872],"category_scores_gemma":[0.01018601,0.0003426172,0.001753755,0.00238357,0.0004029534,0.0001128474,0.0001349406,0.001076461,0.00004969633],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000398066,"about_ca_system_score_gemma":0.00854735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004263854,"about_ca_topic_score_gemma":0.000002370528,"domain_scores_codex":[0.995827,0.0007243082,0.001626613,0.0003645747,0.0009498911,0.0005076533],"domain_scores_gemma":[0.9951002,0.0006954478,0.001328045,0.0006653229,0.000226016,0.001984961],"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":[0.00003955368,0.0003205664,0.0006047817,0.1309732,0.0003844561,0.0004607677,0.00000484819,1.548491e-7,3.051913e-8,0.000005562739,0.02098945,0.8462166],"study_design_scores_gemma":[0.0003547286,0.0003917773,0.0001612202,0.3336152,0.002547292,0.0003920121,0.00001812594,3.892218e-7,1.517049e-8,0.00001132198,0.6623277,0.0001802149],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003648287,0.9940922,0.0000125415,0.003084766,0.0001313347,0.001071534,0.0001144909,0.00001462866,0.00147483],"genre_scores_gemma":[0.00001919071,0.9976712,0.0001506779,0.001427462,0.0001600912,0.00008078754,0.0000696924,0.00006497469,0.0003559552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8460364,"threshold_uncertainty_score":0.9999026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909175383766019,"score_gpt":0.398225354103348,"score_spread":0.3791336002656878,"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."}}