{"id":"W3020329987","doi":"10.1177/2374373520915133","title":"Innovations in Hemodialysis Care: An Evaluation of Quality and the Patient Experience","year":2020,"lang":"en","type":"article","venue":"Journal of Patient Experience","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parkwood Institute; Victoria Hospital; London Health Sciences Centre","funders":"","keywords":"Rehabilitation; Medicine; Hemodialysis; Patient satisfaction; Quality of life (healthcare); Patient experience; Dialysis; Nursing; Health care; Medical emergency; Physical therapy; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005844944,0.00009200774,0.0003422663,0.0001219305,0.00004880666,0.00001994016,0.0001072546,0.00002460863,0.00005166716],"category_scores_gemma":[0.0008107001,0.00005547676,0.0000996611,0.0005837652,0.0001888374,0.0002020366,0.00005858958,0.0000994931,4.370079e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007166558,"about_ca_system_score_gemma":0.0001070401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004658915,"about_ca_topic_score_gemma":0.000005876765,"domain_scores_codex":[0.9974827,0.0003049887,0.0008825862,0.0001525674,0.001077841,0.00009931628],"domain_scores_gemma":[0.9982584,0.00004636826,0.0006092059,0.0001838395,0.000776974,0.0001252461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001948103,0.0009036579,0.06456353,0.0001310829,0.000129565,0.00002315448,0.7918584,0.003111321,0.007440388,0.001927273,0.00009022122,0.1278734],"study_design_scores_gemma":[0.0164852,0.003902004,0.3949554,0.0004782706,0.0009938753,0.00001972396,0.533651,0.02247279,0.02396506,0.0005520323,0.002033206,0.0004914396],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971935,0.0006445029,0.0002077357,0.00121398,0.00009604127,0.0003453426,0.000002228766,0.000002686167,0.0002939392],"genre_scores_gemma":[0.9985214,0.00005000534,0.0003819245,0.0009673578,0.00003702606,0.00003346555,0.000003604753,0.000004397485,8.129899e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3303919,"threshold_uncertainty_score":0.2262277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07080834035368105,"score_gpt":0.3680647988772309,"score_spread":0.2972564585235499,"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."}}