{"id":"W4319017140","doi":"10.7717/peerj.14701","title":"Density regulation amplifies environmentally induced population fluctuations","year":2023,"lang":"en","type":"article","venue":"PeerJ","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Gompertz function; Population; Density dependence; Variance (accounting); Population model; Econometrics; Statistical physics; Mathematics; Stochastic modelling; Autoregressive model; Statistics; Physics; Economics","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":[0.0007055632,0.0002791098,0.0003875799,0.0003621658,0.0003017264,0.0006281362,0.0006089958,0.0005524979,0.001336026],"category_scores_gemma":[0.005229115,0.0002288756,0.0005402157,0.0001814312,0.0009216277,0.0006261425,0.0008804569,0.0005523867,0.000180453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007539238,"about_ca_system_score_gemma":0.00046191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256169,"about_ca_topic_score_gemma":0.001656601,"domain_scores_codex":[0.9996594,0.0000977692,0.00001581603,0.000102132,0.00007228553,0.00005249519],"domain_scores_gemma":[0.9977718,0.001300418,0.0004575314,0.0002308461,0.0001516645,0.0000877069],"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":[0.0002715333,0.0002922512,0.1078654,0.0004084446,0.0003326276,0.001255939,0.0008569204,0.5230147,0.2069205,0.08673345,0.00291566,0.06913262],"study_design_scores_gemma":[0.00003182156,0.0001918968,0.06762017,0.00004312048,0.0001576775,0.000380742,0.0001462251,0.8734385,0.01210576,0.04329513,0.002521425,0.00006759488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8821821,0.0003532024,0.1101188,0.0003756877,0.00005568491,0.00002594078,0.0000875467,0.0003946173,0.006406257],"genre_scores_gemma":[0.9978363,0.00005393955,0.001793419,0.00004659588,0.000008727564,0.000007797343,0.00001962724,0.00001495568,0.0002187823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002256169,"threshold_uncertainty_score":0.005470157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04620935820683463,"score_gpt":0.309003538513268,"score_spread":0.2627941803064333,"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."}}