{"id":"W2149155984","doi":"10.1111/j.1461-0248.2004.00689.x","title":"Resource competition and adaptive radiation in a microbial microcosm","year":2004,"lang":"en","type":"article","venue":"Ecology Letters","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microcosm; Biology; Competition (biology); Ecology; Adaptation (eye); Pseudomonas fluorescens; Sympatric speciation; Resource (disambiguation); Population; Experimental evolution; Selection (genetic algorithm); Adaptive radiation; Local adaptation; Habitat; Ecological selection; Intraspecific competition; Bacteria; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.00006763469,0.00006948906,0.00006705431,0.00004967704,0.00003762829,0.000005524275,0.00004626784,0.00009696677,0.000005448656],"category_scores_gemma":[0.00001157041,0.00008082324,0.00002130092,0.00004091967,0.0001064251,0.000001731479,0.0000329278,0.00006518583,0.000008984379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004359292,"about_ca_system_score_gemma":0.00002348962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001988883,"about_ca_topic_score_gemma":0.0007231719,"domain_scores_codex":[0.999508,0.00004181033,0.00009929917,0.0001885337,0.00002408679,0.0001382225],"domain_scores_gemma":[0.9998464,0.000005449594,0.00003401764,0.00007776955,0.00000866101,0.00002770969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000892407,0.00005917733,0.01034689,0.000004428484,0.00002130741,0.000008575479,0.0001313211,0.005081174,0.9814883,0.0006193831,0.001713956,0.0004362885],"study_design_scores_gemma":[0.00866291,0.00089585,0.9089555,0.00002784843,0.00003575062,0.0002084613,0.0002749623,0.000713674,0.04064347,0.0006866208,0.03822305,0.000671973],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929484,0.00008597869,0.003017059,0.003565864,0.00006319664,0.000121465,0.000005960447,0.000006044081,0.0001860686],"genre_scores_gemma":[0.9937744,0.00003840008,0.001255978,0.004696179,0.00007302173,0.000007757611,0.0001016207,0.000007386015,0.00004531402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9408448,"threshold_uncertainty_score":0.3295876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002814003036725132,"score_gpt":0.1919676704402901,"score_spread":0.1891536674035649,"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."}}