{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001465767,0.0004758271,0.0003316752,0.0006976604,0.0005369707,0.0008475617,0.0005022692,0.0008653355,0.001431822],"category_scores_gemma":[0.002795416,0.0001931879,0.0006644723,0.0005881585,0.0006188582,0.0004787536,0.0005854691,0.0003724899,0.0004665098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004400157,"about_ca_system_score_gemma":0.0004918374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033904,"about_ca_topic_score_gemma":0.001471895,"domain_scores_codex":[0.9972196,0.0005532742,0.0001673488,0.0003549864,0.001598443,0.0001063799],"domain_scores_gemma":[0.9977528,0.0004878197,0.000648874,0.0002385947,0.0008032125,0.00006866648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008398835,0.0005535653,0.02714902,0.0007209663,0.00008498126,0.0004947619,0.0004957695,0.0008287081,0.9330395,0.0001518343,0.000186781,0.03545428],"study_design_scores_gemma":[0.00002274268,0.006313079,0.03130127,0.00008559146,0.000221596,0.00105855,0.0004978537,0.002174354,0.9549021,0.00008074885,0.003310985,0.00003102843],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893818,0.001254656,0.007031447,0.00006998512,0.00003017933,0.0003041856,0.0002003199,0.00005366994,0.001673688],"genre_scores_gemma":[0.9746515,0.00136782,0.02212507,0.00009683807,0.00002388345,0.00009831334,0.0003245772,0.00004172985,0.001270291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001465767,"threshold_uncertainty_score":0.007751822,"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."}}