{"id":"W2781049420","doi":"10.1016/j.ahj.2017.12.013","title":"Knowledge to action: Rationale and design of the Patient-Centered Care Transitions in Heart Failure (PACT-HF) stepped wedge cluster randomized trial","year":2017,"lang":"en","type":"review","venue":"American Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"HalTech; Southlake Regional Health Center; St Joseph's Health Centre; University of Ottawa; Institute for Clinical Evaluative Sciences; Impact; Toronto East General Hospital; University of Toronto; McMaster University; William Osler Health System; Trillium Health Centre; Home and Community Care Support Services; Population Health Research Institute","funders":"Ontario Ministry of Health and Long-Term Care; Heart and Stroke Foundation of Canada; Canadian Institutes of Health Research; Hamilton Health Sciences","keywords":"Medicine; Pact; Wedge (geometry); Heart failure; Randomized controlled trial; Cluster (spacecraft); Cluster randomised controlled trial; Intensive care medicine; Physical therapy; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01733146,0.002134782,0.008482512,0.0007367943,0.0005394776,0.001706791,0.001664104,0.00327363,0.009566616],"category_scores_gemma":[0.02247936,0.0006068647,0.005838123,0.0009340985,0.001157183,0.001457851,0.001361818,0.0049358,0.001103124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035743,"about_ca_system_score_gemma":0.003142158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425933,"about_ca_topic_score_gemma":0.002078664,"domain_scores_codex":[0.9869555,0.009701715,0.001108147,0.001056515,0.0007032666,0.0004749463],"domain_scores_gemma":[0.9936023,0.004885977,0.0004808044,0.0004421376,0.0003212242,0.0002675891],"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":[0.5712635,0.004262387,0.001573387,0.09024194,0.06234517,0.0001496958,0.0003706282,0.00402453,0.001143486,0.01475902,0.009272084,0.2405942],"study_design_scores_gemma":[0.8983057,0.0172804,0.001701494,0.007973904,0.04612087,0.00008099239,0.0001285679,0.002500254,0.0005767736,0.01142489,0.01382656,0.00007953978],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"review","genre_gemma":"protocol","genre_scores_codex":[0.16429,0.420972,0.08923139,0.01529622,0.01335522,0.2631083,0.0104129,0.001343199,0.0219907],"genre_scores_gemma":[0.553932,0.06638191,0.1236772,0.009620295,0.001702176,0.2355426,0.002116352,0.0001778683,0.006849592],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01733146,"threshold_uncertainty_score":0.09165865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1125175949587998,"score_gpt":0.386404163257686,"score_spread":0.2738865682988862,"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."}}