{"id":"W4283328486","doi":"10.3934/mbe.2022323","title":"Optimal control and Bayes inference applied to complex microbial communities","year":2022,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgian College","funders":"","keywords":"Mutualism (biology); Biology; Ecosystem; Competition (biology); Extinction (optical mineralogy); Antimicrobial; Bacteria; Population; Ecology; Microbiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.000188225,0.00009760859,0.0001119355,0.00004585502,0.0001707368,0.00003840606,0.000232089,0.00002501551,0.00004105877],"category_scores_gemma":[0.00003802023,0.00009487455,0.0000233657,0.0001010143,0.00009139529,0.000002046167,0.0002969975,0.00007290998,0.000002980699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009904988,"about_ca_system_score_gemma":0.00001802998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004205554,"about_ca_topic_score_gemma":0.000005018981,"domain_scores_codex":[0.999387,0.00001695443,0.0001309042,0.0001446574,0.0001244837,0.0001960113],"domain_scores_gemma":[0.999703,0.00003255386,0.00001963619,0.0001465165,0.00001441983,0.00008387562],"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":[0.00001513319,0.00004528662,0.0001397287,0.00002287904,0.00001108264,4.988371e-7,0.0004044487,0.08504245,0.9030505,0.01086449,0.0001823505,0.0002211558],"study_design_scores_gemma":[0.001599748,0.001102348,0.006631656,0.0000315761,0.00004110077,0.0001179594,0.004585221,0.9294731,0.01486095,0.000671382,0.03968525,0.001199719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8001791,0.0000385981,0.1989801,0.0001869148,0.00005112816,0.0001481226,0.00004368852,0.00002330597,0.0003490626],"genre_scores_gemma":[0.9840232,0.000004207123,0.01551281,0.0003159087,0.00002278172,0.00003708728,0.0000157539,0.000007456586,0.00006084942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8881896,"threshold_uncertainty_score":0.3868872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009213933811891558,"score_gpt":0.2279628770229178,"score_spread":0.2187489432110262,"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."}}