{"id":"W2012275819","doi":"10.1038/494321a","title":"Cheats never prosper","year":2013,"lang":"en","type":"letter","venue":"Nature","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Virulence; Pathogen; Biology; Salmonella enterica; Host (biology); Microbiology; Virology; Salmonella; Genetics; Bacteria; Gene","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":[0.004483172,0.0007070411,0.001214816,0.0004776981,0.006761494,0.005204443,0.001679542,0.04406745,0.00942673],"category_scores_gemma":[0.02433536,0.0005782187,0.001013456,0.0003403469,0.009105472,0.005910839,0.004297892,0.06311513,0.007793332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004438242,"about_ca_system_score_gemma":0.004156595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00711223,"about_ca_topic_score_gemma":0.01707718,"domain_scores_codex":[0.9960011,0.0006970891,0.0002276056,0.0006572531,0.001613514,0.0008035384],"domain_scores_gemma":[0.9920897,0.003143986,0.000557591,0.0005777358,0.001333161,0.002297666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004702989,0.00003428762,0.000540668,0.00002287885,0.00002867224,0.0004924497,0.0001538583,0.00003970479,0.0001354144,0.02154328,0.9636952,0.01326658],"study_design_scores_gemma":[0.00006051716,0.00003627497,0.0008014748,0.0001006523,0.00002182846,0.0006430123,0.0004500643,0.0002417118,0.0002749691,0.04630568,0.9510143,0.00004942678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004732072,0.001369929,0.0002031354,0.9768794,0.01371121,0.000005272027,0.0000197087,0.00004420314,0.007293884],"genre_scores_gemma":[0.00699792,0.000583182,0.0001484659,0.9601142,0.007420202,0.00001497582,0.00001471149,0.00002650271,0.02467985],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04406745,"threshold_uncertainty_score":0.03220183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003239712273398912,"score_gpt":0.2274835660630908,"score_spread":0.2242438537896919,"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."}}