{"id":"W4376618862","doi":"10.1089/apb.2022.0039","title":"The Biosafety Research Road Map: The Search for Evidence to Support Practices in the Laboratory—SARS-CoV-2","year":2023,"lang":"en","type":"review","venue":"Applied Biosafety","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Defence Science and Technology Group; Defence Science and Technology Laboratory; Global Affairs Canada; Wellcome Trust; World Health Organization","keywords":"Biosafety; Biosecurity; Personal protective equipment; Pandemic; Coronavirus disease 2019 (COVID-19); Biological warfare; Airborne transmission; Respirator; Biotechnology; Infectious disease (medical specialty); Medicine; Biology; Toxicology","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":[0.007825242,0.001398805,0.004135462,0.01235199,0.0007069882,0.003634139,0.002536937,0.004595048,0.008924179],"category_scores_gemma":[0.01980143,0.0008134383,0.003167231,0.009458373,0.001116486,0.004111704,0.001795885,0.00366876,0.001613684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003981402,"about_ca_system_score_gemma":0.01412396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005789809,"about_ca_topic_score_gemma":0.005926915,"domain_scores_codex":[0.9972119,0.0008801667,0.0006503896,0.0002810969,0.0008249797,0.0001515197],"domain_scores_gemma":[0.9765176,0.01790056,0.00184511,0.0002582473,0.003033832,0.0004446609],"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":[0.0001114922,0.00006347787,0.0002666159,0.2459082,0.0006009732,0.0002017105,0.0002206553,0.0005233781,0.0003348956,0.0074868,0.03447836,0.7098035],"study_design_scores_gemma":[0.00005921649,0.0001738611,0.00133187,0.4323494,0.00193953,0.0005805232,0.0002958442,0.0002432625,0.0002328567,0.007828028,0.5549036,0.00006210678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005614917,0.9967151,0.000152512,0.002000928,0.0002782876,0.00003408166,0.00007632558,0.00001330641,0.0006734113],"genre_scores_gemma":[0.0009177801,0.9970061,0.0005809328,0.00105864,0.0001262889,0.00005150789,0.00008949453,0.00000291324,0.0001663164],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01235199,"threshold_uncertainty_score":0.04138434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3172850495265285,"score_gpt":0.4987894616511985,"score_spread":0.1815044121246701,"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."}}