{"id":"W3210443626","doi":"10.1186/s13063-021-05685-9","title":"Team approach to polypharmacy evaluation and reduction: study protocol for a randomized controlled trial","year":2021,"lang":"en","type":"article","venue":"Trials","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Bruyère; University of Victoria; University of Alberta; University of Toronto; McMaster University","funders":"Canadian Institutes of Health Research; McMaster University","keywords":"Polypharmacy; Medicine; Randomized controlled trial; Deprescribing; Intervention (counseling); Quality of life (healthcare); Protocol (science); Geriatrics; Operationalization; Physical therapy; Intensive care medicine; Psychiatry; Alternative medicine; Nursing; Surgery","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":[0.05882623,0.008533899,0.02024901,0.003915787,0.00426428,0.007468938,0.003962857,0.01007328,0.0896201],"category_scores_gemma":[0.06515794,0.003901405,0.0102511,0.006227477,0.004745089,0.005970044,0.002870013,0.009948337,0.01452954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008897522,"about_ca_system_score_gemma":0.02184699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003934555,"about_ca_topic_score_gemma":0.007066612,"domain_scores_codex":[0.9577351,0.02640799,0.005310094,0.003332258,0.004237217,0.002977335],"domain_scores_gemma":[0.9686171,0.01081262,0.007106749,0.003761957,0.007113696,0.002587873],"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":[0.8013921,0.009600989,0.001213553,0.09347075,0.008267076,0.0003540446,0.000685834,0.002681578,0.001984411,0.008307419,0.0347986,0.0372436],"study_design_scores_gemma":[0.9436349,0.01028891,0.001453377,0.01009299,0.002345548,0.0000507,0.0001722509,0.002505775,0.0006330948,0.003801487,0.0249038,0.0001171237],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000499835,0.0002973129,0.0009974935,0.0001228798,0.0002771044,0.9966688,0.000719909,0.00008452463,0.0003321627],"genre_scores_gemma":[0.0005672767,0.00008779627,0.001369396,0.00008019522,0.00002310605,0.9976509,0.00006175949,0.000004998134,0.0001546861],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0896201,"threshold_uncertainty_score":0.3111066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5075886685520953,"score_gpt":0.5981036483569887,"score_spread":0.09051497980489343,"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."}}