{"id":"W2021934955","doi":"10.1310/hpj4904-355","title":"Hazardous Drug Residue on Exterior Vial Surfaces: Evaluation of a Commercial Manufacturing Process","year":2014,"lang":"en","type":"article","venue":"Hospital Pharmacy","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Saskatchewan Cancer Agency","funders":"","keywords":"Vial; Cisplatin; Drug packaging; Contamination; Medicine; Syringe; Residue (chemistry); Chromatography; Surgery; Chemistry; Organic chemistry; Chemotherapy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00210935,0.000245569,0.0003789667,0.0001247055,0.000427771,0.00001423928,0.0003019447,0.00007573404,0.0007450925],"category_scores_gemma":[0.0006819309,0.0002229107,0.0000864215,0.0001250695,0.00008029208,0.0001901473,0.00009502631,0.0005278609,0.0004089357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014434,"about_ca_system_score_gemma":0.0005012796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003355638,"about_ca_topic_score_gemma":0.00005977863,"domain_scores_codex":[0.9969028,0.0006416088,0.0006483095,0.0003781639,0.0009309861,0.0004980945],"domain_scores_gemma":[0.9979702,0.0007733204,0.0004438693,0.0003187614,0.0003529178,0.0001409235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005787082,0.004045718,0.4140473,0.006094372,0.0005740834,0.00003950129,0.09473955,0.01188658,0.007603047,0.001298285,0.06203066,0.3918538],"study_design_scores_gemma":[0.03440134,0.0009564454,0.7016094,0.003580058,0.0008378947,0.000004856323,0.003804396,0.03985675,0.1914281,0.003450776,0.01826988,0.00180019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851413,0.00004672187,0.000078595,0.001170839,0.00251334,0.001196124,0.00002352724,0.000129361,0.009700195],"genre_scores_gemma":[0.9981537,0.00001287941,0.0001427939,0.0004257019,0.000826639,0.0001084349,0.0000225623,0.00005048082,0.000256769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3900536,"threshold_uncertainty_score":0.9090034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05712128658324775,"score_gpt":0.4368928000905172,"score_spread":0.3797715135072695,"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."}}