{"id":"W4400075911","doi":"10.1093/annweh/wxae035.095","title":"244 Implementing changes to protect workers from exposures to hazardous drugs","year":2024,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hazardous waste; Environmental health; Business; Occupational safety and health; Medicine; Waste management; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002686791,0.0003088326,0.0006644397,0.0003753386,0.000747789,0.00006430454,0.0002498558,0.0001527602,0.0002391996],"category_scores_gemma":[0.0002423156,0.0002673538,0.00009699712,0.0007031495,0.00004010133,0.0000762061,0.0003271311,0.000497634,0.0001615205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004274927,"about_ca_system_score_gemma":0.0007719917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007296766,"about_ca_topic_score_gemma":0.00344623,"domain_scores_codex":[0.9963452,0.0003064219,0.0009598403,0.0006506614,0.0004634173,0.001274423],"domain_scores_gemma":[0.9976447,0.0009066623,0.0002498394,0.0004001002,0.0001836396,0.0006150804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005459729,0.00007716165,0.162621,0.001669621,0.0002506066,0.00001728119,0.06648868,0.0000329833,0.0003335463,0.001136788,0.5381203,0.2287061],"study_design_scores_gemma":[0.001011424,0.001767426,0.3214523,0.01557912,0.00005556031,0.000002336805,0.02339239,0.0000391187,0.001187664,0.001580425,0.6330948,0.000837412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8303019,0.007061916,0.0006050303,0.1574169,0.001298609,0.002033242,0.0001396553,0.0002583987,0.0008843711],"genre_scores_gemma":[0.9776099,0.0006414799,0.004262256,0.01469494,0.001292467,0.0002852415,0.00003108857,0.00008098143,0.001101666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2278686,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1858382166586499,"score_gpt":0.4735695852374784,"score_spread":0.2877313685788285,"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."}}