{"id":"W4412026754","doi":"10.1016/j.mbs.2025.109501","title":"Modeling mixotroph-bacterium dynamics: Spatial homogeneity vs heterogeneity","year":2025,"lang":"en","type":"article","venue":"Mathematical Biosciences","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Homogeneity (statistics); Spatial heterogeneity; Dynamics (music); Bacteria; Biological system; Biology; Ecology; Physics; Mathematics; Statistics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004107849,0.0001505961,0.0002389669,0.0000439267,0.000408054,0.00004263333,0.0007029736,0.0001211225,0.002191854],"category_scores_gemma":[0.0001209011,0.0001207131,0.00008280698,0.0002850009,0.0007789241,0.0001186089,0.0006143471,0.0001794785,0.0006305762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013508,"about_ca_system_score_gemma":0.00002282124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004513297,"about_ca_topic_score_gemma":0.002997462,"domain_scores_codex":[0.998748,0.0001646924,0.0002670412,0.0003303525,0.0001339073,0.0003559897],"domain_scores_gemma":[0.9993909,0.0001114334,0.00004166166,0.0003688418,0.000009776003,0.00007736684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006326715,0.005284346,0.1166971,0.0006409311,0.0002274334,0.00004231697,0.002458822,0.02753398,0.7111653,0.09781389,0.004977591,0.0325256],"study_design_scores_gemma":[0.0003695713,0.000265461,0.02082012,0.0000490632,0.00004515601,0.00001502212,0.0001624228,0.8435428,0.01119455,0.1223035,0.0007185571,0.0005137763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502126,0.000009414851,0.03594973,0.0007562549,0.0002219172,0.0001486515,0.00001172094,0.00004852457,0.0126412],"genre_scores_gemma":[0.996985,0.00000648587,0.002111547,0.0006045999,0.00001505268,0.00000854424,0.000008716981,0.00000392882,0.0002561717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8160088,"threshold_uncertainty_score":0.9987203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121188619460441,"score_gpt":0.2512795805896462,"score_spread":0.2391607186436021,"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."}}