{"id":"W4392544768","doi":"10.21203/rs.3.rs-4003556/v1","title":"The clinical value and cost effectiveness of a 6-month digital health intervention to improve physical activity and mental health-related quality of life in people with chronic kidney disease (Kidney BEAM): A multi-centre, randomised controlled trial","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"Astellas Pharma; Galderma; Kidney Research UK; National Institute for Health and Care Research; Gilead Sciences; GlaxoSmithKline; NIHR Leicester Biomedical Research Centre; AstraZeneca","keywords":"Quality of life (healthcare); Intervention (counseling); Kidney disease; Mental health; Affect (linguistics); Medicine; Value (mathematics); Physical health; Quality (philosophy); Gerontology; Physical therapy; Psychology; Psychiatry; Nursing; Computer science; Internal medicine","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":[0.003673013,0.001220995,0.002861563,0.0006380402,0.0006151693,0.001591921,0.001092737,0.002804451,0.0110796],"category_scores_gemma":[0.00651806,0.0006673905,0.003920525,0.0006096172,0.001183323,0.001187835,0.0009695307,0.002896148,0.0007142656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149391,"about_ca_system_score_gemma":0.001204442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002069438,"about_ca_topic_score_gemma":0.002336039,"domain_scores_codex":[0.9970648,0.001897505,0.0002564815,0.0003456679,0.0002350525,0.000200409],"domain_scores_gemma":[0.9965508,0.001681021,0.0008031574,0.0001747717,0.0002058823,0.0005843284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9831814,0.005329633,0.000525637,0.001486411,0.002039832,0.00001863907,0.00003529182,0.0002226346,0.0004591665,0.0001057398,0.0003016047,0.006294046],"study_design_scores_gemma":[0.9685954,0.02765272,0.00152688,0.0001543704,0.001318773,0.00001113666,0.00001895874,0.000292965,0.0001432974,0.00009711703,0.0001757193,0.0000126164],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743524,0.008658014,0.001015079,0.001058865,0.00105865,0.009529413,0.001551784,0.00009971321,0.002676099],"genre_scores_gemma":[0.9821923,0.002239135,0.002113544,0.0007345059,0.0005664039,0.01018409,0.0005907629,0.00001102273,0.0013683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0110796,"threshold_uncertainty_score":0.03706497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04318713945841603,"score_gpt":0.4384403403225691,"score_spread":0.3952532008641531,"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."}}