{"id":"W6901737856","doi":"10.60692/rz9k2-72583","title":"Investment in biosafety and biosecurity: the need for a risk-based approach and systematic reporting of laboratory accidents to mitigate laboratory-acquired infections and pathogen escapes","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosafety; Scopus; Investment (military); Biosecurity; Accidental","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2328523,0.001960189,0.004463502,0.01031757,0.003286757,0.01970307,0.007680699,0.01166776,0.006534313],"category_scores_gemma":[0.4473682,0.001543275,0.003003296,0.007557588,0.008108432,0.02915156,0.01330931,0.01821846,0.002306421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01522747,"about_ca_system_score_gemma":0.08975006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01440213,"about_ca_topic_score_gemma":0.01376593,"domain_scores_codex":[0.7734669,0.1453033,0.02603056,0.004632696,0.04710315,0.003463249],"domain_scores_gemma":[0.3463316,0.4378817,0.06822409,0.01916751,0.1038493,0.02454587],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003380129,0.0003277638,0.008691933,0.03508859,0.0007402237,0.000433916,0.003736832,0.001459603,0.001024918,0.02797259,0.1572314,0.7629542],"study_design_scores_gemma":[0.0004136071,0.00139336,0.02924849,0.2385101,0.0015677,0.002144808,0.01569735,0.003856433,0.002049385,0.1118044,0.5925214,0.0007930871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002598785,0.1703433,0.01714765,0.7965975,0.005738431,0.0006054224,0.0002123127,0.0003015441,0.006455027],"genre_scores_gemma":[0.1560225,0.395928,0.1699909,0.254251,0.01321057,0.003968238,0.0009732737,0.0003920439,0.005263452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7671477,"threshold_uncertainty_score":0.9460297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211377483513774,"score_gpt":0.2411432709449719,"score_spread":0.2190294961098341,"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."}}