{"id":"W4389342337","doi":"10.29271/jcpsp.2023.01.111","title":"Barcode Medication Administration Technology to Prevent Medication Errors","year":2023,"lang":"en","type":"article","venue":"Journal of College of Physicians And Surgeons Pakistan","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Barcode; Medication error; Administration (probate law); Medicine; Medical emergency; Computer science; Patient safety; Health care; Operating system; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003826717,0.0007109044,0.0005662504,0.002492894,0.001045694,0.002180808,0.00140356,0.002368467,0.01214804],"category_scores_gemma":[0.02905361,0.0003091393,0.0007152127,0.001850429,0.001032464,0.003880204,0.002126472,0.002148539,0.007060301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080892,"about_ca_system_score_gemma":0.0037034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099768,"about_ca_topic_score_gemma":0.00206316,"domain_scores_codex":[0.9939488,0.001678924,0.0005772044,0.0004204886,0.003116014,0.0002585759],"domain_scores_gemma":[0.9803319,0.007326719,0.004334397,0.001113377,0.006426475,0.0004671511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002295839,0.0002879166,0.009455321,0.003257794,0.00006934212,0.0004628263,0.001326638,0.0006819069,0.006537294,0.01508951,0.05960945,0.9029924],"study_design_scores_gemma":[0.000123676,0.001496667,0.01711557,0.007478485,0.0002735983,0.004573102,0.001479082,0.004432737,0.03117948,0.01870135,0.9129391,0.0002071142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05981426,0.2471017,0.3359579,0.1324155,0.02026287,0.002173086,0.002237626,0.009032809,0.1910042],"genre_scores_gemma":[0.4353931,0.1988793,0.2784405,0.03573176,0.008809818,0.001195299,0.001608791,0.0005857649,0.03935567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01214804,"threshold_uncertainty_score":0.04063928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778170082868222,"score_gpt":0.4041011667080764,"score_spread":0.3763194658793942,"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."}}