{"id":"W4407302535","doi":"10.34067/kid.0000000729","title":"Ethnicity, Patient Satisfaction, and Clinical Outcomes among Israeli Dialysis Recipients","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Fresenius Medical Care North America","keywords":"Medicine; Hemodialysis; Ethnic group; Patient satisfaction; Dialysis; Population; Internal medicine; Family medicine; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0008838867,0.0002536342,0.0005908631,0.000305177,0.001113669,0.00001531145,0.0001144826,0.0005053286,0.0006074819],"category_scores_gemma":[0.003610165,0.0002248281,0.0001738751,0.0005017386,0.0001869088,0.0002192143,0.0003114233,0.00118573,0.0003037663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003555249,"about_ca_system_score_gemma":0.0003897642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008922426,"about_ca_topic_score_gemma":0.004975874,"domain_scores_codex":[0.9953804,0.001454341,0.001573272,0.0006146072,0.000410058,0.0005673066],"domain_scores_gemma":[0.9961157,0.0019066,0.0005029278,0.0006468646,0.0003595719,0.0004682722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003334394,0.00002845618,0.9424658,0.00009466553,0.0001162264,0.000001519035,0.0006870229,0.000001460512,0.000002104639,0.0004155231,0.03478347,0.02137041],"study_design_scores_gemma":[0.0009747228,0.00006955702,0.9860787,0.0002510709,0.00008759209,2.147461e-7,0.0007205537,0.0000572472,0.000003239885,0.001035165,0.0105402,0.0001817312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805296,0.00009238566,0.0001967846,0.003482448,0.007163949,0.001126283,0.00008863921,0.0002253501,0.007094557],"genre_scores_gemma":[0.9887843,0.0003062081,0.0003788412,0.007417736,0.0001276634,0.0002372715,0.00002806063,0.0000268755,0.002693079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04361291,"threshold_uncertainty_score":0.9976773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07065506685057134,"score_gpt":0.468769815659836,"score_spread":0.3981147488092647,"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."}}