{"id":"W2782679770","doi":"10.2196/medinform.9064","title":"A Clinical Decision Support Engine Based on a National Medication Repository for the Detection of Potential Duplicate Medications: Design and Evaluation","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clinical decision support system; Decision support system; Computer science; Medicine; Medical emergency; Data mining","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":[0.007066872,0.0009853279,0.001047978,0.001761123,0.000393828,0.001833363,0.002542385,0.0009412752,0.001942269],"category_scores_gemma":[0.01187581,0.0007657311,0.0009251173,0.001037677,0.0004683024,0.001953532,0.00149129,0.0007009606,0.0004831833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114549,"about_ca_system_score_gemma":0.00370878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004599927,"about_ca_topic_score_gemma":0.003114634,"domain_scores_codex":[0.9966551,0.0008744827,0.0006356345,0.0006025107,0.001037268,0.0001950689],"domain_scores_gemma":[0.9900282,0.004982241,0.0007160538,0.0009091175,0.00259121,0.0007731837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.012278,0.007550972,0.08462343,0.003112516,0.001189387,0.003040919,0.001439634,0.08253445,0.09424289,0.006955618,0.01288252,0.6901496],"study_design_scores_gemma":[0.002570878,0.004150331,0.01779,0.0001766608,0.00088956,0.0009691227,0.0002874426,0.9022797,0.05772673,0.001475526,0.01148727,0.0001968367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5742968,0.001260458,0.3803819,0.0005695637,0.0002123234,0.007860957,0.001888212,0.03013352,0.003396341],"genre_scores_gemma":[0.4269908,0.0003998802,0.5668461,0.0003572553,0.00002991693,0.001346908,0.002219623,0.0002574332,0.001552031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007066872,"threshold_uncertainty_score":0.03737366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08939430565241852,"score_gpt":0.5009946844230748,"score_spread":0.4116003787706563,"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."}}