{"id":"W2975336707","doi":"10.1073/pnas.1909790116","title":"The role of multilevel selection in host microbiome evolution","year":2019,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Holobiont; Microbiome; Selection (genetic algorithm); Biology; Host (biology); Evolutionary biology; Trait; Ecology; Genetics; Computer science; Symbiosis; Artificial intelligence; Bacteria","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":[0.002145782,0.0002797326,0.0007727038,0.0006299567,0.0009906306,0.002051822,0.0007724171,0.001112624,0.002669736],"category_scores_gemma":[0.006182522,0.0002856383,0.0009020443,0.0004688683,0.001961578,0.002135846,0.002240047,0.001388905,0.0002466452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001476614,"about_ca_system_score_gemma":0.0007117365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622178,"about_ca_topic_score_gemma":0.002152104,"domain_scores_codex":[0.9988368,0.0005038814,0.00003756076,0.0002957393,0.0001308848,0.0001952241],"domain_scores_gemma":[0.9970227,0.001524913,0.0004672641,0.0003792748,0.0001924404,0.0004134364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003716779,0.0001940065,0.1686718,0.0005707804,0.001065155,0.001197403,0.002214083,0.1245341,0.130967,0.4754797,0.001848927,0.0928854],"study_design_scores_gemma":[0.0000749631,0.0005070485,0.2013234,0.0000954745,0.0002976435,0.00075057,0.0010235,0.3306943,0.007454485,0.4504353,0.007076494,0.0002669828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9014025,0.001732482,0.08644695,0.002319209,0.00009346661,0.00002895405,0.000154259,0.0001858586,0.007636181],"genre_scores_gemma":[0.9940282,0.0002449635,0.005141805,0.0001107701,0.00002274571,0.00001376221,0.00002699111,0.00001975855,0.0003910552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002669736,"threshold_uncertainty_score":0.01134813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008193647895706991,"score_gpt":0.2595698035075422,"score_spread":0.2513761556118352,"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."}}