{"id":"W3108986326","doi":"10.1136/bmjopen-2020-041891","title":"The DemWG study: reducing the risk of hospitalisation through a complex intervention for people with dementia and mild cognitive impairment (MCI) in German shared-housing arrangements: study protocol of a prospective, mixed-methods, multicentre, cluster-randomised controlled trial","year":2020,"lang":"en","type":"article","venue":"BMJ Open","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gemeinsame Bundesausschuss; Deutsche Forschungsgemeinschaft; Siemens Healthineers; Universität Bremen; Deutsche Alzheimer Gesellschaft; Alzheimer Society","keywords":"Dementia; Medicine; Psychological intervention; Intervention (counseling); Minimum Data Set; Cognitive decline; Randomized controlled trial; Gerontology; Family medicine; Psychiatry; Nursing; Disease; Nursing homes","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01323221,0.004570203,0.008869754,0.001455341,0.001303819,0.00262176,0.002482999,0.004241098,0.02208868],"category_scores_gemma":[0.01276999,0.001864215,0.005493384,0.00173052,0.00210684,0.002037211,0.002015754,0.002985151,0.002745771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003450731,"about_ca_system_score_gemma":0.007752804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004145507,"about_ca_topic_score_gemma":0.00595684,"domain_scores_codex":[0.9906611,0.005540583,0.0009967929,0.001126469,0.0006947815,0.00098027],"domain_scores_gemma":[0.9965795,0.0009835757,0.0009314124,0.0003802457,0.0004622278,0.0006630382],"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":[0.9467158,0.007543964,0.001028072,0.01896781,0.004563407,0.0001087663,0.0004296325,0.001192438,0.0007990553,0.00109282,0.003571093,0.01398723],"study_design_scores_gemma":[0.9667922,0.02340475,0.002101817,0.0009985882,0.001821098,0.0000177523,0.00009322976,0.0004245236,0.0001790287,0.0004722157,0.003649802,0.00004508572],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05450296,0.002648806,0.001682578,0.0006094651,0.0005843921,0.9340962,0.004029984,0.0001398415,0.001705834],"genre_scores_gemma":[0.03028545,0.0006577191,0.002943661,0.0003197071,0.00009579129,0.964275,0.0005732779,0.000009746476,0.0008395796],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02208868,"threshold_uncertainty_score":0.07389396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0651654477185395,"score_gpt":0.4647168436359428,"score_spread":0.3995513959174033,"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."}}