{"id":"W4407182731","doi":"10.1111/hdi.13201","title":"Analysis of Sleep Quality Categories and Associated Factors in Patients on Hemodialysis","year":2025,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Medicine; Pittsburgh Sleep Quality Index; Sleep quality; Latent class model; Dialysis; Physical therapy; Scale (ratio); Sleep (system call); Internal medicine; Psychiatry; Insomnia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046918,0.0001866081,0.0002153123,0.001241813,0.0003179841,0.000410586,0.0001965487,0.0001791829,0.00125882],"category_scores_gemma":[0.003160527,0.00008725619,0.0006893306,0.001255104,0.0001942144,0.0003578723,0.0005116228,0.0003375521,0.00009599681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003994811,"about_ca_system_score_gemma":0.0005776274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004689526,"about_ca_topic_score_gemma":0.004183441,"domain_scores_codex":[0.9995213,0.0001402114,0.0001084602,0.00007346526,0.00008598367,0.00007056189],"domain_scores_gemma":[0.9982677,0.0004366545,0.0008094026,0.00007330779,0.0002211237,0.0001917678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005301046,0.00001315669,0.9973284,0.00001484504,0.00003506712,0.00001439747,0.00009536542,0.00005821487,0.00006668762,0.00001973623,0.00005325977,0.002247877],"study_design_scores_gemma":[0.000003433171,0.00005953197,0.9987336,0.00001083976,0.00001693158,0.0000604366,0.0003104645,0.0006001669,0.00004804958,0.00006740705,0.00008565485,0.000003455197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984648,0.0001761601,0.0005410089,0.00005418472,0.000004115241,0.00002571861,0.0005104597,0.000005437395,0.0002181036],"genre_scores_gemma":[0.9993941,0.00003713162,0.0002310669,0.000006387546,0.000002574902,0.00001565517,0.0002853214,5.949225e-7,0.00002715744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004689526,"threshold_uncertainty_score":0.009324431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546750297027007,"score_gpt":0.2971910858534432,"score_spread":0.2817235828831731,"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."}}