{"id":"W4361274698","doi":"10.55163/egcn8815","title":"Biosecurity Risk Assessment in the Life Sciences: Towards a Toolkit for Individual Practitioners","year":2023,"lang":"en","type":"report","venue":"","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Foreign, Commonwealth and Development Office; Public Health Agency; Public Health Agency of Canada","keywords":"Biosecurity; Biosafety; Risk management; Process (computing); Work (physics); Risk analysis (engineering); Intersection (aeronautics); Unintended consequences; Risk assessment; Knowledge management; Business; Management science; Engineering; Computer science; Engineering ethics; Political science; Computer security; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1376974,0.002093905,0.001691809,0.005318892,0.008119239,0.01961671,0.007538856,0.01606159,0.007385131],"category_scores_gemma":[0.09812345,0.002560647,0.0014962,0.00249975,0.01269738,0.02381039,0.03756443,0.01815319,0.008750371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008074573,"about_ca_system_score_gemma":0.06715272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453536,"about_ca_topic_score_gemma":0.004249098,"domain_scores_codex":[0.9059241,0.05802144,0.006788293,0.004220328,0.02169314,0.003352632],"domain_scores_gemma":[0.8580201,0.0645512,0.009578886,0.01216775,0.02882267,0.02685942],"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":[0.0001376807,0.002671048,0.01114635,0.003860937,0.0001108056,0.001923891,0.153015,0.005515086,0.009858199,0.1277342,0.06725814,0.6167687],"study_design_scores_gemma":[0.0001305825,0.0005377661,0.003251268,0.008245882,0.0000764036,0.002053712,0.09289099,0.008780258,0.004231081,0.288245,0.5911603,0.0003968839],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02142372,0.005644573,0.5902178,0.3044907,0.00120659,0.003499416,0.0001470373,0.004064767,0.06930539],"genre_scores_gemma":[0.09123782,0.005570866,0.872728,0.01096919,0.0002768941,0.002623638,0.0002096081,0.000435158,0.01594876],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1376974,"threshold_uncertainty_score":0.7282221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.164122435220832,"score_gpt":0.4371593748804232,"score_spread":0.2730369396595912,"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."}}