{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00206679,0.0001205275,0.000249496,0.000468366,0.0006130821,0.001474568,0.0002976876,0.0004149092,0.01163498],"category_scores_gemma":[0.009161009,0.00006591887,0.0004359031,0.0004976544,0.0004465826,0.0008763829,0.00122186,0.0008584441,0.0005892779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005941254,"about_ca_system_score_gemma":0.0005065842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565018,"about_ca_topic_score_gemma":0.001109074,"domain_scores_codex":[0.9980313,0.0008661585,0.0001813172,0.0001231873,0.0005536641,0.0002443362],"domain_scores_gemma":[0.9944669,0.001678256,0.001298073,0.0001188712,0.0007644171,0.001673419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001804599,0.000293691,0.8794304,0.0004340679,0.000166977,0.0005897285,0.01416263,0.0002641222,0.00053092,0.001045266,0.01657503,0.08632667],"study_design_scores_gemma":[0.00002960398,0.0006036958,0.8999243,0.0004876026,0.00007122802,0.004432572,0.04279791,0.000644437,0.000268257,0.001173599,0.04949037,0.00007651846],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400403,0.003996253,0.00074345,0.009870618,0.0002825104,0.00005622333,0.001307405,0.00005704879,0.04364616],"genre_scores_gemma":[0.9971386,0.0006319574,0.0001604922,0.001151765,0.00006432676,0.00001005024,0.0001498455,0.000003328769,0.0006896508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01163498,"threshold_uncertainty_score":0.03892285,"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."}}