{"id":"W4295177543","doi":"10.2196/37905","title":"The Introduction of Robotics to an Outpatient Dispensing and Medication Management Process in Saudi Arabia: Retrospective Review of a Pharmacy-led Multidisciplinary Six Sigma Performance Improvement Project","year":2022,"lang":"en","type":"review","venue":"JMIR Human Factors","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patient safety; Lean Six Sigma; Pharmacy; Pharmacist; Workflow; Six Sigma; Medicine; DMAIC; Outpatient clinic; Medical prescription; Medical emergency; Quality management; Multidisciplinary approach; Service (business); Quality (philosophy); Management process; Operations management; Health care; Computer science; Nursing; Management system; Engineering; Lean manufacturing; Business","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":[0.001006465,0.0003605142,0.001278886,0.0003100085,0.0001936395,0.00001453938,0.0002295411,0.00006242147,0.00005627226],"category_scores_gemma":[0.0001724645,0.0002321919,0.0001695913,0.0006259575,0.0001063748,0.0001902695,0.0002718335,0.0006537171,6.93249e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004977357,"about_ca_system_score_gemma":0.0001124784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001689304,"about_ca_topic_score_gemma":0.00001450733,"domain_scores_codex":[0.9969027,0.0002521387,0.001236941,0.000540186,0.0007997431,0.0002682872],"domain_scores_gemma":[0.997967,0.0001508815,0.001164765,0.0004808447,0.0001203237,0.0001162086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003281524,0.001429653,0.02034991,0.3865048,0.0004293512,0.000006722745,0.002763711,0.00001605978,0.00001580545,0.00007104204,0.0001765982,0.5879082],"study_design_scores_gemma":[0.004773533,0.009309478,0.04682945,0.116185,0.00755036,0.00002882965,0.003371306,0.0009578407,0.0001300017,0.00003869501,0.8092953,0.001530202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1711545,0.8082187,0.000007028596,0.0005418223,0.0005836186,0.01915749,0.00004475025,0.00004076546,0.0002512793],"genre_scores_gemma":[0.0487267,0.9500904,0.00005325697,0.00004354763,0.00009801696,0.0005779148,0.0003105541,0.00003879851,0.0000607964],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8091187,"threshold_uncertainty_score":0.9468511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314863692805705,"score_gpt":0.4654322124596513,"score_spread":0.3339458431790808,"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."}}