{"id":"W4385755029","doi":"10.32920/23935242","title":"Occupational Exposure to Antineoplastic Drugs: Identification of Job Categories Potentially Exposed throughout the Hospital Medication System","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; BC Cancer Agency; Fraser Health; University of British Columbia","funders":"WorkSafeBC","keywords":"Antineoplastic Drugs; Pharmacy; Medicine; Drug; Contamination; Occupational exposure; Environmental health; Emergency medicine; Pharmacology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002778036,0.0005199296,0.0008178632,0.0004206276,0.0008997869,0.00007126784,0.001207821,0.0007092344,0.0001163483],"category_scores_gemma":[0.002699277,0.0003847263,0.0002478699,0.0005733353,0.0002029626,0.0001382442,0.001215745,0.001182156,0.00152705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262425,"about_ca_system_score_gemma":0.003380388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001376415,"about_ca_topic_score_gemma":0.0002710028,"domain_scores_codex":[0.9933524,0.0006749343,0.002746397,0.0009684552,0.001601661,0.0006561914],"domain_scores_gemma":[0.9919077,0.002720116,0.002074048,0.001460009,0.001652664,0.0001855321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001862512,0.001051509,0.3839526,0.03225485,0.002652933,0.00005828842,0.2213015,0.02428499,0.01200318,0.1391357,0.1778168,0.003625032],"study_design_scores_gemma":[0.002189972,0.0002926781,0.9081023,0.005011818,0.0008711675,0.000005777616,0.0724676,0.005125592,0.001774514,0.001852599,0.0009968582,0.001309128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7560433,0.0001185921,0.1999742,0.007793799,0.02745321,0.005017661,0.0006576528,0.001180873,0.001760714],"genre_scores_gemma":[0.9906418,0.00004057957,0.001494915,0.0001658845,0.00150167,0.0008890964,0.0009299932,0.0001182149,0.004217809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5241497,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04206685245682759,"score_gpt":0.375608604681028,"score_spread":0.3335417522242003,"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."}}