{"id":"W4413356127","doi":"10.1093/ageing/afaf236","title":"A post-market, cluster randomised controlled trial of the effect of the TENA SmartCare Change Indicator on continence care efficiency and skin health in nursing homes","year":2025,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Medicine; Randomized controlled trial; Intervention (counseling); Cluster randomised controlled trial; Nursing; Physical therapy; Regimen; Urinary incontinence; Cluster (spacecraft); Family medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001335108,0.0001071459,0.0004688236,0.0001114554,0.0003072539,0.00000723777,0.0001386564,0.00006191427,0.000009293631],"category_scores_gemma":[0.0004146767,0.0000539241,0.0001044247,0.000158986,0.00008052818,0.00003452452,0.0001409135,0.0002281759,1.800483e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003315725,"about_ca_system_score_gemma":0.0000561179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002231699,"about_ca_topic_score_gemma":0.0002521508,"domain_scores_codex":[0.9971454,0.001937994,0.000422554,0.0001670278,0.0001304954,0.0001965553],"domain_scores_gemma":[0.9983977,0.001018054,0.0003182408,0.0002102397,0.00002666208,0.00002907186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.3992836,0.0005384804,0.02871667,0.01082881,0.000373826,0.00004616173,0.1185654,0.00001261509,0.0006541276,0.001582747,0.004459611,0.4349379],"study_design_scores_gemma":[0.6677556,0.0004793228,0.3195394,0.00688673,0.0001531405,1.872767e-7,0.003694186,0.0001845134,0.0001037652,0.00007785312,0.001014065,0.0001112533],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768694,0.001889545,0.00004723437,0.004363087,0.0006081341,0.01105877,0.00001002423,0.00001185559,0.005141954],"genre_scores_gemma":[0.9976273,0.00008773566,0.000003707504,0.001366728,0.00003426657,0.0003158096,0.000001476596,0.000005167102,0.0005578266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4348267,"threshold_uncertainty_score":0.2363179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00907433782561678,"score_gpt":0.3413172206462011,"score_spread":0.3322428828205843,"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."}}