{"id":"W2414548336","doi":"10.1128/aem.01346-16","title":"A Modular, Tn <i>7</i> -Based System for Making Bioluminescent or Fluorescent Salmonella and Escherichia coli Strains","year":2016,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Cancer Research and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute; University of Calgary; University of Saskatchewan","funders":"","keywords":"Bioluminescence; Salmonella; Escherichia coli; Microbiology; Enterobacteriaceae; Fluorescence; Biology; Bacteria; Chemistry; Biochemistry; Genetics; Gene; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00005971512,0.0001863095,0.0001706575,0.0000233204,0.0001021509,0.00001267281,0.00007419916,0.0001298857,0.0000116809],"category_scores_gemma":[0.000002795116,0.0001226902,0.00004176715,0.00001780815,0.000248701,0.000001924494,0.0001083462,0.00003198168,0.000005805275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000575109,"about_ca_system_score_gemma":0.00002408068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001067825,"about_ca_topic_score_gemma":0.00002802893,"domain_scores_codex":[0.9990189,0.00002238642,0.0001419572,0.0004551364,0.00002977483,0.0003318494],"domain_scores_gemma":[0.9996732,0.00001447125,0.0000499803,0.0001670494,0.000003323747,0.00009197164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005209058,0.00008465473,0.001917467,0.00005050832,0.00007080163,0.000003795323,0.000008828933,0.000001417633,0.9915781,0.00003391603,0.0001654132,0.005564213],"study_design_scores_gemma":[0.005493377,0.0008285855,0.00413609,0.00004880502,0.00004288267,0.00005470709,0.0001508735,0.00002793119,0.9606811,0.00001132498,0.02818477,0.000339515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966713,0.0005991987,0.001329187,0.0001012404,0.00004566119,0.0005885066,0.0006113643,0.00001116863,0.00004240479],"genre_scores_gemma":[0.9982046,0.0003323615,0.0006542216,0.0001848698,0.00006761554,0.0001494779,0.0002956954,0.00002451145,0.00008664731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03089694,"threshold_uncertainty_score":0.500316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00846915665487532,"score_gpt":0.2187182613602985,"score_spread":0.2102491047054232,"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."}}