{"id":"W4281665334","doi":"10.1137/21m140451x","title":"Reactivity, Attenuation, and Transients in Metapopulations","year":2022,"lang":"en","type":"article","venue":"SIAM Journal on Applied Dynamical Systems","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Metapopulation; Attenuation; Norm (philosophy); Transient (computer programming); Sink (geography); Computer science; Habitat; Ecology; Physics; Biology; Geography; Population; Biological dispersal","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008444597,0.0001283694,0.0002170935,0.0001004963,0.0004239801,0.00006925742,0.0002069922,0.00004421683,0.0001719807],"category_scores_gemma":[0.00001122525,0.000110689,0.00004438954,0.00034255,0.00005255403,0.00009214031,0.0001142715,0.0004634773,0.00004035889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005373656,"about_ca_system_score_gemma":0.00001081057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000170928,"about_ca_topic_score_gemma":0.0001527199,"domain_scores_codex":[0.998253,0.0001741759,0.000411477,0.0002860199,0.000616918,0.000258347],"domain_scores_gemma":[0.9994595,0.00007206221,0.0001703483,0.0001488182,0.00000479297,0.0001444527],"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":[0.0001398722,0.0006936854,0.1466759,0.00003270356,0.00003372854,0.00008531768,0.0007677246,0.8019763,0.01778326,0.02541976,0.0002387791,0.006152985],"study_design_scores_gemma":[0.001782357,0.0002647926,0.4270832,0.00004863408,0.00002655411,0.0006483413,0.001209554,0.559239,0.000009352379,0.003347048,0.005795444,0.0005457964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883345,0.00003361835,0.001385407,0.0002802264,0.0003329855,0.0003765454,0.00001403337,0.00001551341,0.009227108],"genre_scores_gemma":[0.9995528,0.000009706488,0.0000736489,0.00006056485,0.00002815781,0.00006052321,0.000006760081,0.00001416311,0.000193685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2804073,"threshold_uncertainty_score":0.4513765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007324743018269569,"score_gpt":0.2145737208841596,"score_spread":0.2072489778658901,"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."}}