{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02103174,0.0001440066,0.000301415,0.0001911206,0.0007309337,0.000009089455,0.0002946105,0.0005340853,0.0002297486],"category_scores_gemma":[0.005336403,0.0000968225,0.0000762507,0.0002729053,0.0003543421,0.0001431321,0.0000481985,0.0006788871,0.00006971233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003056483,"about_ca_system_score_gemma":0.004001444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000134235,"about_ca_topic_score_gemma":0.00001952939,"domain_scores_codex":[0.9941699,0.0008399329,0.002395617,0.0001865669,0.002043043,0.0003649486],"domain_scores_gemma":[0.9884833,0.00818646,0.001148087,0.0004034555,0.001464466,0.0003142808],"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":[0.001292267,0.0004091272,0.000622517,0.001129108,0.0001505134,5.083718e-7,0.004166503,0.0001736702,0.0001779154,0.001317992,0.03490178,0.9556581],"study_design_scores_gemma":[0.002670433,0.0009869678,0.003727795,0.0003977049,0.00007305335,0.000009408478,0.0004642553,0.9729739,0.0000945539,0.0007033253,0.01780631,0.00009228478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02201213,0.00008040915,0.9672038,0.003035749,0.0016714,0.005175759,0.00001028614,0.00006794956,0.0007425023],"genre_scores_gemma":[0.9823182,0.0001152348,0.01004668,0.002843783,0.001455912,0.003083053,0.00005182334,0.00002084449,0.00006447291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9728003,"threshold_uncertainty_score":0.7289222,"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."}}