{"id":"W4411674835","doi":"10.34067/kid.0000000757","title":"Patient Perception of Dialysis Experience","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dialysis; Perception; Medicine; Psychology; Internal medicine; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001571947,0.00009101865,0.0002033641,0.0001808337,0.0003688423,0.000001772984,0.00009401191,0.0001393577,0.001811781],"category_scores_gemma":[0.0006473326,0.00008474158,0.00006129219,0.0004172499,0.00005705852,0.00009274706,0.00007790639,0.0002602472,0.0001914365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002336878,"about_ca_system_score_gemma":0.0002899077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009448137,"about_ca_topic_score_gemma":0.00004644202,"domain_scores_codex":[0.9983559,0.0003444772,0.0006060926,0.000214642,0.0002216418,0.0002572262],"domain_scores_gemma":[0.9988142,0.0002464493,0.0002225268,0.0003630071,0.0002432974,0.0001104974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002827168,0.00001828013,0.9555783,0.0002302361,0.00001140777,3.169106e-7,0.01594933,0.000005611627,0.001804194,0.001107059,0.01308445,0.01218251],"study_design_scores_gemma":[0.0004346475,0.00006389124,0.9391329,0.0004232471,0.00002055909,1.432829e-7,0.02086802,0.0001630421,0.0004671921,0.0006184992,0.03768998,0.000117844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734958,0.00004819646,0.0009206706,0.001191947,0.001787706,0.0005338092,0.0000365289,0.0000784577,0.02190691],"genre_scores_gemma":[0.9957398,0.00003737753,0.0006088166,0.001802882,0.00004822352,0.000287736,0.00002065303,0.000007731467,0.001446744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02460553,"threshold_uncertainty_score":0.9991007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04775984486379872,"score_gpt":0.4331441677474953,"score_spread":0.3853843228836966,"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."}}