{"id":"W4376618695","doi":"10.1089/apb.2022.0042","title":"The Biosafety Research Road Map: The Search for Evidence to Support Practices in the Laboratory— <i>Bacillus anthracis</i> and <i>Brucella melitensis</i>","year":2023,"lang":"en","type":"review","venue":"Applied Biosafety","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"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; Bacillus anthracis; Biosecurity; Personal protective equipment; Brucella melitensis; Medicine; Environmental health; Brucellosis; Brucella; Biotechnology; Veterinary medicine; Infectious disease (medical specialty); Biology; Pathology; Coronavirus disease 2019 (COVID-19)","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","sts"],"consensus_categories":[],"category_scores_codex":[0.02019027,0.0006370489,0.0009528665,0.000176031,0.001554818,0.0006360228,0.002580303,0.0007030757,0.00001203558],"category_scores_gemma":[0.002030661,0.000313924,0.0003253005,0.001821325,0.001003041,0.00001483992,0.00153041,0.00135955,0.0002364302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009162735,"about_ca_system_score_gemma":0.001297167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001565921,"about_ca_topic_score_gemma":0.0005848458,"domain_scores_codex":[0.9930581,0.001684511,0.001039488,0.00149339,0.001209328,0.001515119],"domain_scores_gemma":[0.9921234,0.004441163,0.0004237529,0.002120592,0.0006428578,0.0002481843],"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":[0.001168635,0.0001239976,0.000005056739,0.005609,0.0003730132,0.00002847688,0.0005077418,0.000001585529,0.01162081,0.00405309,0.05189721,0.9246114],"study_design_scores_gemma":[0.0002919424,0.0003496892,0.00005663401,0.0006867301,0.0001079997,0.00001792008,0.0006972368,0.000002557876,0.0007482041,0.00004649344,0.9965836,0.0004109843],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002504385,0.9758744,0.00002596808,0.01284452,0.0005258918,0.008442478,0.001009424,0.00002998296,0.0009969381],"genre_scores_gemma":[0.003927886,0.9912653,0.00006629719,0.0005851993,0.001041872,0.001988673,0.0002882415,0.0001250976,0.0007114292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9446864,"threshold_uncertainty_score":0.9999313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1950644222372209,"score_gpt":0.4479206530489675,"score_spread":0.2528562308117466,"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."}}