{"id":"W4205263136","doi":"10.21203/rs.3.rs-1159977/v1","title":"The emergence of virulence via the collective action of bacterial effectors","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Bacterial Genetics and Biotechnology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Virulence; Effector; Action (physics); Collective action; Biology; Political science; Genetics; Cell biology; Gene; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006053991,0.0003217465,0.0005606298,0.000347143,0.0004432081,0.001716281,0.0003774392,0.001172854,0.001191315],"category_scores_gemma":[0.001426651,0.0002894008,0.0004081038,0.0002141618,0.001336926,0.001435916,0.001314952,0.001776292,0.0004718758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003204864,"about_ca_system_score_gemma":0.0002331537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012498,"about_ca_topic_score_gemma":0.00009958814,"domain_scores_codex":[0.9995846,0.00008955518,0.0000105568,0.00009453673,0.0001242953,0.00009643062],"domain_scores_gemma":[0.999163,0.000296718,0.000122046,0.0001954517,0.0000709474,0.0001517073],"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":[0.0006021448,0.0002203072,0.005191191,0.0002924706,0.0000847963,0.001059232,0.0006622027,0.01459075,0.6425807,0.2701674,0.003628454,0.06092035],"study_design_scores_gemma":[0.0004177229,0.000707792,0.02164781,0.0001120182,0.0001125528,0.002090558,0.0006991048,0.1820446,0.2025069,0.5656726,0.02381927,0.0001691854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8779778,0.002829844,0.0917261,0.003745159,0.0003947151,0.00002617419,0.00007662766,0.000608093,0.02261543],"genre_scores_gemma":[0.9912643,0.0004361475,0.006175148,0.0001250272,0.00009955007,0.00001551185,0.00003249497,0.00003601733,0.001815885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001716281,"threshold_uncertainty_score":0.003985345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03683776737972721,"score_gpt":0.3669177872518378,"score_spread":0.3300800198721106,"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."}}