{"id":"W4382136311","doi":"10.1177/20543581231165712","title":"Electronic Decision Support for Deprescribing in Patients on Hemodialysis: Clinical Research Protocol for a Prospective, Controlled, Quality Improvement Study","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; McGill University Health Centre","funders":"McGill University Health Centre; McGill University","keywords":"Medicine; Deprescribing; Hemodialysis; Intensive care medicine; Protocol (science); Prospective cohort study; Polypharmacy; Clinical decision support system; Emergency medicine; Internal medicine; Decision support system; Data mining; Alternative medicine; Pathology","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":[0.05152564,0.004469091,0.006682395,0.003007098,0.004390229,0.003448825,0.002775536,0.003970099,0.02203055],"category_scores_gemma":[0.04053789,0.002209876,0.004557461,0.005827397,0.002961767,0.003245143,0.001946452,0.004560973,0.003280317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007434957,"about_ca_system_score_gemma":0.02064217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638605,"about_ca_topic_score_gemma":0.005851223,"domain_scores_codex":[0.9453322,0.03355962,0.009803647,0.004027512,0.004452528,0.002824557],"domain_scores_gemma":[0.9621392,0.01019624,0.009645884,0.00404576,0.01150724,0.002465674],"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":[0.6783413,0.08622492,0.03349208,0.03781142,0.006111721,0.0008038146,0.004739054,0.009085514,0.002437235,0.009974803,0.03843781,0.09254037],"study_design_scores_gemma":[0.7466041,0.09010588,0.07119934,0.009120127,0.002534184,0.0002062474,0.002700607,0.01317527,0.002332408,0.004456807,0.05709074,0.0004743652],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005394969,0.0001722141,0.001714186,0.000120418,0.00009684003,0.9902657,0.001533728,0.00005283622,0.0006490307],"genre_scores_gemma":[0.004239352,0.00007115759,0.002597046,0.00007006482,0.00001766611,0.9926277,0.0002828064,0.000003338177,0.00009101967],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05152564,"threshold_uncertainty_score":0.2724969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2047500807471394,"score_gpt":0.5744190019395181,"score_spread":0.3696689211923787,"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."}}