{"id":"W2948095857","doi":"10.1101/663351","title":"The role of multilevel selection in host microbiome evolution","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","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":[0.00211341,0.000316637,0.0008075378,0.0006338562,0.0009455992,0.001968575,0.0007352732,0.0012567,0.002922952],"category_scores_gemma":[0.006712585,0.0003112796,0.0009607738,0.0004867966,0.001940909,0.002284668,0.002221151,0.001499409,0.0003143684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001412177,"about_ca_system_score_gemma":0.0006994288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581197,"about_ca_topic_score_gemma":0.001558594,"domain_scores_codex":[0.9988494,0.0004726636,0.00003775307,0.0003319874,0.0001381599,0.0001701281],"domain_scores_gemma":[0.9971432,0.001473422,0.0004370258,0.0003847209,0.0001766045,0.0003849228],"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":[0.0003273433,0.0001642604,0.1008223,0.0006216095,0.0007927827,0.001160761,0.001867633,0.1195446,0.1260097,0.5689089,0.002440649,0.07733962],"study_design_scores_gemma":[0.00007890012,0.000380425,0.1245058,0.000100858,0.0002268814,0.0006995428,0.0006848339,0.3600598,0.0082621,0.4965044,0.008260205,0.0002364036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.843763,0.002387629,0.1391016,0.003268497,0.0001535943,0.00003574598,0.0002539014,0.0003151215,0.01072103],"genre_scores_gemma":[0.9895092,0.0003841297,0.009075116,0.000171877,0.00003922748,0.0000232317,0.00004836894,0.00004302482,0.0007057318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002922952,"threshold_uncertainty_score":0.01117694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004305046018306584,"score_gpt":0.2011185584400637,"score_spread":0.1968135124217571,"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."}}