{"id":"W2927842893","doi":"10.1177/1535676019838075","title":"Developing a Comprehensive, Adaptive, and International Biosafety and Biosecurity Program for Advanced Biotechnology: The iGEM Experience","year":2019,"lang":"en","type":"article","venue":"Applied Biosafety","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Open Philanthropy Project","keywords":"Biosecurity; Biosafety; Risk analysis (engineering); Competition (biology); Biotechnology; Business; Engineering; Medicine; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.01938106,0.0003772829,0.0001890507,0.000800018,0.001718017,0.004076504,0.001545948,0.002839133,0.004178786],"category_scores_gemma":[0.007819965,0.0002595153,0.0003245791,0.001210543,0.002469257,0.003571938,0.00488618,0.003965859,0.001003132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006677333,"about_ca_system_score_gemma":0.01500911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003096497,"about_ca_topic_score_gemma":0.002605106,"domain_scores_codex":[0.9944987,0.001984571,0.0002584294,0.0004826316,0.002004947,0.0007706767],"domain_scores_gemma":[0.9937987,0.001680836,0.0005202116,0.000481176,0.001144441,0.002374695],"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":[0.0001765757,0.002652712,0.007364078,0.001881558,0.00002929683,0.001761237,0.01278108,0.003891162,0.01824172,0.1688631,0.1260122,0.6563454],"study_design_scores_gemma":[0.00003452886,0.0004799958,0.006830619,0.0004365759,0.000005313728,0.000893158,0.002228511,0.0005709215,0.005607256,0.007688288,0.9751942,0.00003061216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2689315,0.07189299,0.09641195,0.2830302,0.002498336,0.001707264,0.0007228046,0.001054821,0.2737501],"genre_scores_gemma":[0.6048756,0.03493252,0.2063311,0.03445018,0.001085487,0.0008993447,0.001720971,0.0005235018,0.1151813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01938106,"threshold_uncertainty_score":0.1024981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143306411944047,"score_gpt":0.2991637565012542,"score_spread":0.2777306923818137,"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."}}