{"id":"W4376618593","doi":"10.1089/apb.2022.0038","title":"The Biosafety Research Road Map: The Search for Evidence to Support Practices in the Laboratory—Zoonotic Avian Influenza and <i>Mycobacterium tuberculosis</i>","year":2023,"lang":"en","type":"review","venue":"Applied Biosafety","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"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; Mycobacterium tuberculosis; Tuberculosis; Aerosolization; Virology; Environmental health; Biotechnology; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0166356,0.000574297,0.0008120267,0.0001728488,0.001210681,0.0006597757,0.002306878,0.0006457492,0.00001222922],"category_scores_gemma":[0.001727166,0.0002881699,0.0002818416,0.001541772,0.0007153702,0.00001760013,0.001363301,0.001267915,0.0002362527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108562,"about_ca_system_score_gemma":0.001170956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001665901,"about_ca_topic_score_gemma":0.0006417831,"domain_scores_codex":[0.9938826,0.001494749,0.001043014,0.001278646,0.0009246668,0.001376321],"domain_scores_gemma":[0.9940169,0.003029823,0.0003761161,0.00189837,0.0004433407,0.0002354648],"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":[0.00194091,0.0002179413,0.00007052803,0.01429497,0.0007865083,0.0000287171,0.0009899364,0.000002890773,0.01407807,0.006398654,0.02324601,0.9379449],"study_design_scores_gemma":[0.0002569602,0.0003632334,0.0005086165,0.0007635467,0.0001214657,0.00001207869,0.0004289004,0.000001920771,0.0003147543,0.00003842691,0.9968127,0.000377422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001554294,0.9736662,0.00001746669,0.01086224,0.0006404832,0.01143162,0.001067281,0.00003806099,0.0007223827],"genre_scores_gemma":[0.006456618,0.9882686,0.00004676658,0.0008667621,0.001054591,0.002702862,0.0002266039,0.0001219481,0.0002552188],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9735667,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1737403825455662,"score_gpt":0.4401908316716758,"score_spread":0.2664504491261096,"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."}}