{"id":"W4387041379","doi":"10.1016/s2666-5247(23)00288-4","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":"The Lancet Microbe","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada; Wellcome Trust; World Health Organization","keywords":"Biosafety; Biosecurity; Risk analysis (engineering); Scopus; Laboratory safety; Business; Environmental health; Medicine; Biotechnology; Political science; MEDLINE; Biology; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1153788,0.001739637,0.002012212,0.005470494,0.003889783,0.01770177,0.006647184,0.01285905,0.005941379],"category_scores_gemma":[0.2248161,0.0009685142,0.001249428,0.00193513,0.008702301,0.01704981,0.01177439,0.01720992,0.002189428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008708556,"about_ca_system_score_gemma":0.07356845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01476628,"about_ca_topic_score_gemma":0.01274374,"domain_scores_codex":[0.9273052,0.03798476,0.006809362,0.002821133,0.02186407,0.003215432],"domain_scores_gemma":[0.6621001,0.1367635,0.04291341,0.01574762,0.08542188,0.05705352],"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":[0.000197114,0.0007215287,0.03465324,0.003463883,0.0005000643,0.0006001648,0.003867885,0.004061871,0.00317765,0.04657865,0.2668931,0.6352849],"study_design_scores_gemma":[0.0001934211,0.001771206,0.08722132,0.02728664,0.0004572561,0.002154317,0.02956253,0.01269362,0.003770908,0.2312875,0.6023785,0.001222756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.006347645,0.0191458,0.02702798,0.9320714,0.003510991,0.0003463037,0.0001441062,0.0005380565,0.0108678],"genre_scores_gemma":[0.3901466,0.06428806,0.1883094,0.3317869,0.009327571,0.002133113,0.0006559619,0.0004253417,0.01292703],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8846213,"threshold_uncertainty_score":0.6101885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145343448694206,"score_gpt":0.281015844763106,"score_spread":0.2595624102761639,"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."}}