{"id":"W4306247300","doi":"10.1097/md.0000000000030937","title":"Advocating for in-center hemodialysis patients via anonymous survey","year":2022,"lang":"en","type":"article","venue":"Medicine","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada)","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Likert scale; Hemodialysis; Patient satisfaction; Family medicine; Rating scale; Health care; Scale (ratio); Nursing; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006315678,0.0002260146,0.0002857034,0.001306459,0.00133162,0.001007245,0.0004308061,0.0005175096,0.0042871],"category_scores_gemma":[0.01352285,0.0002204682,0.0002727318,0.0009608893,0.0005395357,0.0005929552,0.001239088,0.0006520899,0.0008331211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000515589,"about_ca_system_score_gemma":0.001409329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678239,"about_ca_topic_score_gemma":0.002244419,"domain_scores_codex":[0.9930298,0.004848309,0.0007123039,0.0002412064,0.0006136931,0.0005547526],"domain_scores_gemma":[0.9857472,0.004938124,0.004356756,0.001046774,0.002310797,0.001600216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002678925,0.001942062,0.9256106,0.0002340396,0.00002911824,0.0004134551,0.01703918,0.000146041,0.002940713,0.0002448948,0.006592132,0.04453994],"study_design_scores_gemma":[0.000108729,0.003258611,0.9144403,0.0001918169,0.00005599827,0.0009027636,0.04958528,0.002462842,0.00303803,0.0003017361,0.02554811,0.0001058654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913322,0.00006154522,0.00187232,0.0009582098,0.0000329695,0.001304991,0.0006202772,0.00006961376,0.003747872],"genre_scores_gemma":[0.9917336,0.0001771755,0.003256375,0.001470146,0.00007085138,0.001688289,0.0003337062,0.00001073428,0.001259152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006315678,"threshold_uncertainty_score":0.03340089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114271694532445,"score_gpt":0.4450190899542582,"score_spread":0.3307473954218132,"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."}}