{"id":"W4308527489","doi":"10.21203/rs.3.rs-2136157/v1","title":"The OptimaMed intervention to reduce medication burden in nursing home residents with severe dementia: Results from a pragmatic, controlled study","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital du Saint-Sacrement; McGill University; Université Laval","funders":"Alzheimer Society","keywords":"Medicine; Intervention (counseling); Dementia; Nursing homes; Severe dementia; Family medicine; Physical therapy; Nursing; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003902413,0.0009608571,0.002079698,0.0004319075,0.0007778132,0.0006833072,0.0006518051,0.001311422,0.003301923],"category_scores_gemma":[0.005731423,0.0004054603,0.002076243,0.0003998326,0.0009060022,0.0005790846,0.0005985764,0.0008749894,0.0001388842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001402678,"about_ca_system_score_gemma":0.002325135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007462692,"about_ca_topic_score_gemma":0.0141101,"domain_scores_codex":[0.9959571,0.003041022,0.0003454064,0.0002380602,0.0002621618,0.0001562562],"domain_scores_gemma":[0.9978206,0.001081137,0.0003882594,0.0001590823,0.0002315625,0.0003193741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.8579038,0.04121408,0.002903427,0.01022033,0.003808873,0.0002035712,0.0008511413,0.000348644,0.002646238,0.000209866,0.0007720408,0.07891797],"study_design_scores_gemma":[0.8031218,0.1747454,0.01556693,0.000818452,0.003124254,0.00007122671,0.0003897395,0.0004105141,0.0005413211,0.0001711779,0.0009872928,0.00005189305],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872172,0.0043904,0.0005098776,0.000402069,0.0002163316,0.005611957,0.000310364,0.00002883533,0.001312847],"genre_scores_gemma":[0.9854059,0.002176334,0.003036403,0.0004774502,0.0001726547,0.007836663,0.0001856333,0.000004667402,0.0007042065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007462692,"threshold_uncertainty_score":0.02063823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215301508149497,"score_gpt":0.5093244264349458,"score_spread":0.3877942756199961,"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."}}