{"id":"W7071966274","doi":"","title":"United States Pharmacopeia (USP) <800> Standards: Increasing Compliance of Safe Handling and Proper Administration of USP General Chapter <800> Drugs","year":2022,"lang":"en","type":"article","venue":"USF Scholarship Repository (University of San Francisco)","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Signage; Health care; Compliance (psychology); Administration (probate law); Quarter (Canadian coin); Patient safety; Hazardous waste; Personal protective equipment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002393921,0.0003162165,0.000712103,0.0004341835,0.002025341,0.00002436534,0.0005051249,0.0001775548,0.0005420956],"category_scores_gemma":[0.0002041102,0.000373063,0.0001330154,0.0005600326,0.0004985157,0.0006645446,0.0004578918,0.0009770378,0.000006940376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539262,"about_ca_system_score_gemma":0.0008658967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006699156,"about_ca_topic_score_gemma":0.00008924214,"domain_scores_codex":[0.9959398,0.001034653,0.0008172331,0.0005689246,0.001147027,0.0004923848],"domain_scores_gemma":[0.9964725,0.0005676611,0.00119365,0.0004585753,0.001065105,0.0002425157],"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":[0.01081006,0.0006840596,0.197919,0.00310737,0.0006098224,0.0002373189,0.0347252,0.001657929,0.7446397,0.001984457,0.0008547739,0.002770307],"study_design_scores_gemma":[0.0322162,0.004035234,0.6628774,0.01013247,0.002049274,0.0003598371,0.07497589,0.02802371,0.1051515,0.0008043005,0.07579216,0.003582022],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937423,0.0008109253,0.0006045749,0.0001871159,0.0006302585,0.000727218,0.0003957649,0.0000727055,0.002829099],"genre_scores_gemma":[0.9950226,0.0001057208,0.003594483,0.0001133914,0.0001032243,0.000003462495,0.0001089718,0.00004395037,0.0009042143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6394882,"threshold_uncertainty_score":0.9998721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03644911280430174,"score_gpt":0.313261456952662,"score_spread":0.2768123441483603,"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."}}