{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007934567,0.001294688,0.003075,0.01423133,0.0006743438,0.003356792,0.00209983,0.003536078,0.008784812],"category_scores_gemma":[0.01848982,0.0007293678,0.002544891,0.009702582,0.001149547,0.004067061,0.001612988,0.00311583,0.001413318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004207503,"about_ca_system_score_gemma":0.01495613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006166417,"about_ca_topic_score_gemma":0.007248109,"domain_scores_codex":[0.9969506,0.0009099834,0.0006734947,0.0003109986,0.0009969833,0.0001578329],"domain_scores_gemma":[0.9762172,0.01810736,0.001928214,0.0002699563,0.003056189,0.0004210197],"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":[0.0001062927,0.00006229015,0.0003654113,0.2002567,0.0005065006,0.0001469785,0.0002370568,0.000599607,0.000435864,0.009457918,0.0390963,0.7487291],"study_design_scores_gemma":[0.00004543268,0.0001778999,0.002151905,0.360851,0.00163042,0.0005183905,0.0003941834,0.0002751462,0.0003807581,0.007804975,0.6257107,0.00005915222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008419974,0.9960775,0.000163719,0.002373226,0.000292399,0.00002970278,0.00009122536,0.00001319327,0.0008748386],"genre_scores_gemma":[0.001421493,0.9961509,0.0007562601,0.001152484,0.0001421127,0.00004593894,0.0001166668,0.000003358105,0.0002108903],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01423133,"threshold_uncertainty_score":0.0419625,"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."}}