{"id":"W4414792101","doi":"10.1055/a-2616-9992","title":"Rethinking the Biohazardous Bodily Fluids Alert for Improved Workflow and Safety","year":2025,"lang":"en","type":"article","venue":"Applied Clinical Informatics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Workflow; Hazardous waste; Patient safety; Root cause; Confidentiality; Root cause analysis; Occupational safety and health; Health care","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":[0.001528926,0.0001343605,0.0003739385,0.00006182641,0.0002840007,0.00002270676,0.0001602767,0.0004525288,0.000002866667],"category_scores_gemma":[0.000567862,0.00008984184,0.00009059697,0.0001883102,0.0002414782,0.00004072634,0.00009384271,0.0007117714,0.000008385749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004675426,"about_ca_system_score_gemma":0.0001486521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004796746,"about_ca_topic_score_gemma":0.000003512898,"domain_scores_codex":[0.9983801,0.00001972808,0.00110254,0.0001244022,0.00009246255,0.0002807503],"domain_scores_gemma":[0.9977319,0.001480835,0.0001546343,0.0004594144,0.00008421343,0.00008906284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009066473,0.00008545477,0.01581972,0.000571884,0.0002131302,7.577076e-7,0.001109294,0.00000255737,0.0001005237,0.03718925,0.004192073,0.9398087],"study_design_scores_gemma":[0.02275893,0.002976787,0.04186561,0.002128596,0.001316841,0.00004011251,0.006790722,0.06444237,0.003629126,0.1154302,0.7374232,0.001197454],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7593784,0.000812061,0.1444786,0.04092508,0.003636811,0.007868838,0.00004271692,0.001149901,0.04170751],"genre_scores_gemma":[0.9488299,0.0005712367,0.03754285,0.01250759,0.0002221579,0.0001150317,0.0000320373,0.00001324057,0.000165898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9386113,"threshold_uncertainty_score":0.3663644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05904823091565211,"score_gpt":0.3792551535456952,"score_spread":0.3202069226300431,"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."}}