{"id":"W3016232992","doi":"10.1126/science.aba2932","title":"Embrace experimentation in biosecurity governance","year":2020,"lang":"en","type":"article","venue":"Science","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Templeton World Charity Foundation; Joint Genome Institute; Open Philanthropy Project","keywords":"Biosecurity; Corporate governance; Political science; Business; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3131162,0.001662922,0.002928785,0.002744572,0.007083844,0.02054203,0.008419902,0.0251341,0.01000897],"category_scores_gemma":[0.3546087,0.001404126,0.001958106,0.002158969,0.09078857,0.05180445,0.01964559,0.02393078,0.001075763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01094785,"about_ca_system_score_gemma":0.02533756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935973,"about_ca_topic_score_gemma":0.002213556,"domain_scores_codex":[0.7372036,0.2154201,0.005773583,0.01464042,0.01965821,0.007304118],"domain_scores_gemma":[0.348439,0.5656092,0.02050885,0.04749807,0.01147407,0.006470727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009119419,0.0002532493,0.004120559,0.0002575774,0.0001338193,0.0001439517,0.004634616,0.003115108,0.000558496,0.9724585,0.001537095,0.01269569],"study_design_scores_gemma":[0.00008086045,0.00008064381,0.0004386261,0.000239382,0.00001645917,0.00003342438,0.00170518,0.001579157,0.0003625503,0.9857299,0.009699163,0.00003472561],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0889374,0.007382223,0.223209,0.4809848,0.001612514,0.001403963,0.000149459,0.0003024648,0.1960181],"genre_scores_gemma":[0.9036451,0.001170185,0.05293055,0.03604077,0.0005160039,0.001865648,0.00004816797,0.00009777852,0.003685741],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3131162,"threshold_uncertainty_score":0.8470501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593761216029381,"score_gpt":0.2936514845304466,"score_spread":0.2777138723701528,"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."}}