{"id":"W2077170007","doi":"10.12927/hcq.2013.19598","title":"Using Human Factors Methods to Evaluate the Labelling of Injectable Drugs","year":2008,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Waterloo; Ottawa Hospital","funders":"","keywords":"Labelling; Pharmacy; Medicine; Business; Packaging and labeling; Drug; Medical emergency; Medical education; Risk analysis (engineering); Pharmacology; Family medicine; Marketing; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001989407,0.0001633975,0.0003595674,0.0001552985,0.001882193,8.313118e-7,0.0002548579,0.0001678589,0.0001514753],"category_scores_gemma":[0.0001434296,0.0001158195,0.00007777732,0.000501622,0.00009222234,0.0001004317,0.0000270617,0.0005760363,0.00006367142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000186047,"about_ca_system_score_gemma":0.0007917309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004539605,"about_ca_topic_score_gemma":0.0002734376,"domain_scores_codex":[0.9956362,0.002213413,0.0008677873,0.000273086,0.0004327583,0.0005767834],"domain_scores_gemma":[0.9977859,0.000670114,0.0003603606,0.0005216983,0.0003757808,0.0002861641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001243669,0.0001576289,0.0897101,0.0009581969,0.00007419538,0.000002988903,0.8765033,0.0002352116,0.01026597,0.006290413,0.001904868,0.01377275],"study_design_scores_gemma":[0.005236257,0.005590409,0.3920279,0.003411378,0.0002592285,0.00002194786,0.4407687,0.003332832,0.005179113,0.007193152,0.1352579,0.00172126],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689226,0.0001985581,0.02267462,0.005064817,0.0009607641,0.001183918,0.0000216563,0.0000793774,0.0008937231],"genre_scores_gemma":[0.9891893,0.00001253651,0.008329081,0.001790598,0.0001575716,0.00007290902,0.00002000851,0.00002757995,0.0004003842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4357347,"threshold_uncertainty_score":0.9994172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2966194698517844,"score_gpt":0.5404490410317438,"score_spread":0.2438295711799594,"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."}}