{"id":"W3162043031","doi":"10.3389/fmicb.2021.671092","title":"Modular Molecular Weaponry Plays a Key Role in Competition Within an Environmental Vibrio cholerae Population","year":2021,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Directorate for Biological Sciences; Alberta Innovates; University of Alberta; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Type VI secretion system; Vibrio cholerae; Biology; Effector; Population; Horizontal gene transfer; Competition (biology); Microbiology; Genetics; Gene; Virulence; Ecology; Bacteria; Genome; Cell biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000211371,0.0001995264,0.0002956479,0.0001312587,0.00005350132,0.00002075199,0.0001799147,0.0002693207,0.00002766863],"category_scores_gemma":[0.00005921601,0.0002276262,0.00006440151,0.0001108318,0.0001332695,0.00001378708,0.0002121709,0.0002038069,0.000007260128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304099,"about_ca_system_score_gemma":0.00004997367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007495212,"about_ca_topic_score_gemma":0.0003944011,"domain_scores_codex":[0.998252,0.0003860159,0.0003140592,0.0005961757,0.00006049916,0.0003912197],"domain_scores_gemma":[0.9994967,0.000005404355,0.0000733406,0.0003453211,0.00001871892,0.00006049269],"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":[0.0001231912,0.0001445777,0.06459955,0.000009524522,0.00004104774,0.00005303701,0.0002123028,0.0008228972,0.9335728,0.00002473391,0.0001127936,0.0002835723],"study_design_scores_gemma":[0.00223499,0.0003497951,0.1938271,0.00003980539,0.00001311401,0.0001042593,0.001014607,0.0008762059,0.7955754,0.0003943279,0.005056205,0.0005142133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957469,0.002197417,0.001244642,0.0001057311,0.0003044043,0.0002151007,0.0001034254,0.000009027577,0.00007335732],"genre_scores_gemma":[0.9890795,0.0002858343,0.006252181,0.000221365,0.00006937267,0.00003517883,0.003955578,0.0000267914,0.00007424526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1379974,"threshold_uncertainty_score":0.9282328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004291103013410403,"score_gpt":0.2140669687122382,"score_spread":0.2097758656988278,"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."}}