{"id":"W4415988352","doi":"10.1038/s41564-025-02162-w","title":"Strain displacement in microbiomes via ecological competition","year":2025,"lang":"en","type":"article","venue":"Nature Microbiology","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Wellcome Trust","keywords":"Competition (biology); Microbiome; Strain (injury); Character displacement; Displacement (psychology); Resource (disambiguation); Microorganism; Microbial ecology","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":[0.001402878,0.0006355618,0.0008034123,0.0006830752,0.001193976,0.001892875,0.00130003,0.002122698,0.003718623],"category_scores_gemma":[0.004537622,0.0004686907,0.001136746,0.0002586702,0.002820772,0.002890351,0.003121008,0.000857506,0.0004044339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812944,"about_ca_system_score_gemma":0.001177207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003712568,"about_ca_topic_score_gemma":0.003266064,"domain_scores_codex":[0.9988835,0.000450214,0.00003944661,0.0001803123,0.0001851724,0.0002613202],"domain_scores_gemma":[0.9981605,0.000900338,0.000383219,0.0001356778,0.0001056917,0.0003144821],"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":[0.0001543591,0.0001496256,0.009844857,0.0002318168,0.0001197195,0.001118346,0.0006083936,0.3958504,0.03446973,0.5440637,0.001436389,0.01195264],"study_design_scores_gemma":[0.00007937731,0.0003036328,0.003161838,0.00003592305,0.00003592374,0.0003975825,0.0004113715,0.8093935,0.0018538,0.1816255,0.002623918,0.00007761415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7284791,0.0006422073,0.2364152,0.002738119,0.00007980537,0.0001568386,0.000122644,0.0001330969,0.03123293],"genre_scores_gemma":[0.9876528,0.0002087344,0.008089287,0.0001885521,0.00001298712,0.0001272372,0.00002109867,0.00002355331,0.00367583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003718623,"threshold_uncertainty_score":0.01315391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003841883090391567,"score_gpt":0.2912204406860953,"score_spread":0.2873785575957037,"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."}}