{"id":"W7095459386","doi":"","title":"Research Challenges and Needs for Safe Use of Microbial Organisms Research and Development Opportunities for Safe Use of Viruses","year":2016,"lang":"en","type":"article","venue":"","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promotion (chess); Valorisation; Work (physics); Research development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01969883,0.0009061192,0.001321285,0.001438112,0.003070396,0.009264639,0.003164915,0.007140027,0.02165901],"category_scores_gemma":[0.01108788,0.0005310187,0.001290591,0.001552262,0.005197885,0.01017327,0.005959382,0.005120446,0.00570867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005766821,"about_ca_system_score_gemma":0.04344752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01701862,"about_ca_topic_score_gemma":0.02154684,"domain_scores_codex":[0.9922488,0.002042137,0.0004252039,0.0008940122,0.002482659,0.001907195],"domain_scores_gemma":[0.9752798,0.006083511,0.00156594,0.001717128,0.009820477,0.005533193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007405276,0.0006425846,0.005314632,0.004306926,0.00008596358,0.0008553834,0.002909569,0.003564878,0.03206741,0.1213613,0.1445451,0.6836057],"study_design_scores_gemma":[0.00005956169,0.0006908338,0.003826088,0.002580452,0.00006559339,0.0008121356,0.01875068,0.002386476,0.01158304,0.09319059,0.865899,0.0001555003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03103151,0.2492395,0.0258198,0.6356607,0.0040735,0.0002601735,0.0008173689,0.0005216442,0.05257579],"genre_scores_gemma":[0.3400311,0.4199209,0.1254156,0.04331941,0.005393942,0.0009119798,0.002189108,0.0004001012,0.06241777],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02165901,"threshold_uncertainty_score":0.1041786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5569465885127234,"score_gpt":0.3899323512129065,"score_spread":0.1670142372998169,"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."}}