{"id":"W4387013630","doi":"10.55317/9781784135904","title":"Laboratory accidents and biocontainment breaches: Policy options for improved safety and security","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":"Global Affairs Canada; Mahidol University; University of Oxford; University of Bern","keywords":"Biosafety; Business; Context (archaeology); Enforcement; Risk analysis (engineering); Law enforcement; Scale (ratio); Computer security; Environmental planning; Political science; Medicine; Computer science; Law; Geography","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":[0.02384543,0.001411966,0.001661902,0.003746275,0.001696207,0.01253464,0.003265999,0.01907728,0.02876721],"category_scores_gemma":[0.04424608,0.0006649718,0.0021888,0.003889256,0.004648491,0.02161281,0.006760754,0.009913599,0.004539546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008847154,"about_ca_system_score_gemma":0.04708976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01650141,"about_ca_topic_score_gemma":0.0171719,"domain_scores_codex":[0.989013,0.005284921,0.0007878911,0.0006986632,0.002540339,0.001675184],"domain_scores_gemma":[0.944383,0.03286178,0.006744255,0.001440841,0.01033993,0.004230245],"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":[0.0004168831,0.0004896452,0.003014613,0.02383035,0.0003559114,0.0007010982,0.001236076,0.004551179,0.001014059,0.2903114,0.4295457,0.2445331],"study_design_scores_gemma":[0.0001099425,0.000175281,0.004576355,0.03569697,0.0002462184,0.0003709896,0.005579714,0.001192947,0.0008163538,0.08609349,0.864981,0.0001607733],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001879485,0.2383843,0.004774095,0.7201107,0.005653097,0.0001780225,0.000598044,0.0002133005,0.02820889],"genre_scores_gemma":[0.07691292,0.6276812,0.01721661,0.2525573,0.005953611,0.0009274606,0.001491152,0.0001071082,0.01715263],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02876721,"threshold_uncertainty_score":0.1261082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341108332676593,"score_gpt":0.3533979932953746,"score_spread":0.3199869099686087,"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."}}