{"id":"W4284960095","doi":"10.1007/s00285-022-01777-5","title":"Stochastic control of ecological networks","year":2022,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Center for Interuniversity Research and Analysis on Organizations","funders":"","keywords":"Computer science; Stochastic control; Mathematical optimization; Control (management); Graph; Optimal control; Stochastic process; Stochastic modelling; Stochastic programming; Shadow price; Operations research; Ecology; Mathematics; Theoretical computer science; Artificial intelligence; Statistics","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":[0.002175208,0.00003948911,0.0002160833,0.00004137621,0.0002046425,0.000003609895,0.0001899871,0.00005480516,0.002871856],"category_scores_gemma":[0.0007640895,0.00002925657,0.00008255001,0.00009773597,0.0002645937,0.0000379334,0.00003106936,0.0002044513,0.000005420209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004931894,"about_ca_system_score_gemma":0.00009782606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001487219,"about_ca_topic_score_gemma":0.000001856221,"domain_scores_codex":[0.9985223,0.0008094853,0.0003550555,0.00004634893,0.0001413703,0.0001254483],"domain_scores_gemma":[0.9985806,0.0009719554,0.0002494598,0.00004468492,0.0001004777,0.00005275822],"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":[0.0001303399,0.000256604,0.0001321646,0.000002540614,0.00002739059,0.000003788042,0.0005876275,0.008272941,0.0003121187,0.9894416,0.0001847258,0.0006482024],"study_design_scores_gemma":[0.001066638,0.002180693,0.0006313467,0.00001440721,0.00007766314,0.0001200649,0.003158382,0.009718706,0.000009317127,0.9793394,0.003562119,0.0001213119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4173288,0.0004921986,0.5715694,0.003586145,0.000566035,0.00021235,0.000008068805,0.00001383389,0.006223227],"genre_scores_gemma":[0.9992301,0.000008378666,0.0003244133,0.0001608437,0.0001691725,0.000004439409,5.694944e-7,0.000001905905,0.0001001967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5819013,"threshold_uncertainty_score":0.9980397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661174286896113,"score_gpt":0.2962533191412871,"score_spread":0.2796415762723259,"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."}}