{"id":"W3048633833","doi":"10.1071/ma20035","title":"Imported biologicals: unforeseen biosecurity risks in the laboratory","year":2020,"lang":"en","type":"article","venue":"Microbiology Australia","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Biosecurity; Commonwealth; Business; Biotechnology; Risk analysis (engineering); Biology; Political science; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005773053,0.0001840742,0.000273166,0.00001126815,0.0001100626,0.00002123465,0.0006063001,0.0002498812,0.001433711],"category_scores_gemma":[0.0001781455,0.00005825966,0.000106579,0.0004799599,0.0002523213,0.00005509875,0.0001260843,0.000298987,0.0004635176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001096418,"about_ca_system_score_gemma":0.000004510397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00046318,"about_ca_topic_score_gemma":0.0003434967,"domain_scores_codex":[0.9982052,0.0005723087,0.0003296523,0.0004015575,0.00003710486,0.0004541744],"domain_scores_gemma":[0.9994902,0.0002254181,0.0001029967,0.00006742249,0.00002517943,0.00008875791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001200432,0.00009987986,0.5459982,0.000009188342,0.00003115407,0.00005789969,0.0001252178,0.000004152699,0.3952411,0.001769396,0.05594721,0.0005966573],"study_design_scores_gemma":[0.0001708053,0.0003219361,0.8697891,0.00000365989,0.00001622282,0.000003525232,0.0003275034,0.00001536383,0.0003625435,0.0004576636,0.1283428,0.0001888995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825306,0.0001546701,0.000001183891,0.01645176,0.00005798107,0.0002774713,0.0002339816,0.00006381635,0.0002285317],"genre_scores_gemma":[0.9913774,0.00004156393,0.00001958865,0.007922909,0.000195393,0.0000221963,0.0003893251,6.838404e-7,0.0000309241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3948785,"threshold_uncertainty_score":0.9994791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1911339644869916,"score_gpt":0.3220124178370316,"score_spread":0.13087845335004,"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."}}