{"id":"W3197579730","doi":"10.1016/j.chom.2021.08.007","title":"Commensals make the most of their hosts","year":2021,"lang":"en","type":"letter","venue":"Cell Host & Microbe","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Host (biology); Microbiology; Commensalism; Vibrio cholerae; Microbiome; Virulence; Cholera toxin; Bacteria; Gene; Genetics","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003792838,0.0006678625,0.001236889,0.0002323492,0.0001837505,0.00008940414,0.0007703807,0.001067175,0.00147988],"category_scores_gemma":[0.0001073307,0.0004543415,0.0006465644,0.0007021083,0.0004597329,0.00002249808,0.000596702,0.003762402,0.000244002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002118007,"about_ca_system_score_gemma":0.0008319489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002690497,"about_ca_topic_score_gemma":0.00002246412,"domain_scores_codex":[0.9964181,0.0002605751,0.0008014478,0.0007776259,0.0007623328,0.0009799185],"domain_scores_gemma":[0.9961897,0.0006425224,0.0003457199,0.002028247,0.0006397512,0.0001540281],"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":[0.00004608514,0.0001676916,0.00007854073,0.0008332073,0.00017188,0.0007166182,0.0002117697,2.170494e-7,0.306229,0.000001417252,0.6905599,0.0009836848],"study_design_scores_gemma":[0.0006597337,0.0001413717,0.00006453813,0.0003619408,0.0001765348,0.000154748,0.0002215086,0.000003210037,0.4311419,0.000002116478,0.5668327,0.000239608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2150448,0.01718052,0.000006586196,0.7404629,0.0008485099,0.001696031,0.001254861,0.00009235725,0.02341343],"genre_scores_gemma":[0.06986789,0.005833393,0.0001203878,0.8282012,0.00738314,0.000117046,0.005133382,0.0004737164,0.08286981],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1451769,"threshold_uncertainty_score":0.9997908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772600598013001,"score_gpt":0.27107277468741,"score_spread":0.24334676870728,"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."}}