{"id":"W2947850980","doi":"10.2196/13821","title":"Improving Transplant Medication Safety Through a Technology and Pharmacist Intervention (ISTEP): Protocol for a Cluster Randomized Controlled Trial","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Veterans Affairs","keywords":"Medicine; Pharmacist; Randomized controlled trial; Patient safety; Psychological intervention; Adverse effect; Intervention (counseling); Health care; Clinical trial; Cluster randomised controlled trial; Clinical pharmacy; Population; Emergency medicine; Randomization; Organ transplantation; Transplantation; Family medicine; Pharmacy; Nursing; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.03783437,0.007095699,0.01277301,0.003351648,0.004274775,0.005929242,0.003934366,0.006444599,0.09006028],"category_scores_gemma":[0.03559304,0.003438378,0.006086738,0.004637129,0.004039492,0.003812201,0.002293031,0.009044077,0.01280355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006931575,"about_ca_system_score_gemma":0.01781091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003572449,"about_ca_topic_score_gemma":0.006383344,"domain_scores_codex":[0.9743674,0.014571,0.003209297,0.002414209,0.00287659,0.002561425],"domain_scores_gemma":[0.9840694,0.004830631,0.002991848,0.002263197,0.004293733,0.00155114],"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":[0.8343859,0.02406432,0.001245599,0.04137404,0.004731765,0.0004161347,0.0009887082,0.003977718,0.002658393,0.009376753,0.03867615,0.03810456],"study_design_scores_gemma":[0.9347529,0.01542413,0.001941323,0.005221277,0.001179798,0.00005973044,0.0002260552,0.003524651,0.001015352,0.003797765,0.03272902,0.0001280065],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007328764,0.0001115455,0.0007293462,0.00008385354,0.0001720834,0.9970989,0.0006445347,0.00006490609,0.0003619848],"genre_scores_gemma":[0.0006833551,0.00004164212,0.001053917,0.00004916786,0.00001452399,0.9979457,0.00005887284,0.00000339102,0.0001494072],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09006028,"threshold_uncertainty_score":0.3012816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228093196575419,"score_gpt":0.5417081116524343,"score_spread":0.4188987919948924,"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."}}