{"id":"W2161825828","doi":"10.1503/cmaj.061743","title":"Systematic evaluation of errors occurring during the preparation of intravenous medication","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Computer science; Data science; Medicine; Information retrieval","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.09173258,0.0009705931,0.001683527,0.007148056,0.000896337,0.001209252,0.001814417,0.001144557,0.0006170742],"category_scores_gemma":[0.2991041,0.0007200193,0.001690175,0.004892683,0.001455847,0.001195397,0.002381181,0.0007077981,0.000173272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002280252,"about_ca_system_score_gemma":0.006562051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006205651,"about_ca_topic_score_gemma":0.009173037,"domain_scores_codex":[0.7705938,0.1218252,0.05320209,0.0108103,0.04218115,0.001387427],"domain_scores_gemma":[0.4042965,0.2814184,0.2283542,0.02230096,0.06150485,0.002125198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006480025,0.0001194671,0.940598,0.006238737,0.001922273,0.0001476928,0.00207602,0.0003413922,0.0002689116,0.0001849936,0.001403279,0.04605122],"study_design_scores_gemma":[0.0001480146,0.001470183,0.9762123,0.006887431,0.001570515,0.0008390896,0.002024958,0.002611711,0.001673789,0.0005757799,0.005870546,0.0001156903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177269,0.0485074,0.01833735,0.001453984,0.0006038797,0.003750536,0.005763909,0.0002994867,0.003556452],"genre_scores_gemma":[0.9815328,0.003958412,0.0106881,0.0004003349,0.0002009607,0.001219273,0.001725237,0.00002595901,0.0002489657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09173258,"threshold_uncertainty_score":0.4851341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03544801220174553,"score_gpt":0.3973238922683963,"score_spread":0.3618758800666508,"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."}}