{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01184881,0.001408139,0.002474905,0.002385393,0.001000438,0.002135591,0.001834738,0.002159002,0.003230216],"category_scores_gemma":[0.0307135,0.001193312,0.001646248,0.001489077,0.002387162,0.001853346,0.00185755,0.00277507,0.0003924207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003044549,"about_ca_system_score_gemma":0.003745363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01564253,"about_ca_topic_score_gemma":0.009177155,"domain_scores_codex":[0.9958996,0.002537496,0.0002398963,0.0006746567,0.0004024701,0.000245764],"domain_scores_gemma":[0.9687679,0.0279041,0.001054105,0.0005769727,0.001347018,0.000349853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001095018,0.00005530795,0.001240939,0.0001927602,0.0001812643,0.00009039005,0.00008135885,0.9017586,0.0003627556,0.0623249,0.0005488285,0.03305331],"study_design_scores_gemma":[0.000009264941,0.00001164113,0.00006757712,0.000009414298,0.000007843992,0.000006778563,0.000005868797,0.9731283,0.00009983412,0.02645013,0.0001964686,0.000006779287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006872287,0.0007099764,0.990882,0.0003167376,0.00008699767,0.00005669194,0.00006129954,0.0001894827,0.0008245148],"genre_scores_gemma":[0.5096694,0.001577083,0.4809016,0.0004138276,0.0005126323,0.0007597147,0.0005204316,0.0002329784,0.005412469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01564253,"threshold_uncertainty_score":0.06266326,"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."}}