{"id":"W4394871076","doi":"10.1016/j.chaos.2024.114817","title":"Global dynamics and threshold control of a discontinuous fishery ecological system","year":2024,"lang":"en","type":"article","venue":"Chaos Solitons & Fractals","topic":"Advanced Differential Equations and Dynamical Systems","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"System dynamics; Dynamics (music); Fishery; Ecology; Control (management); Environmental science; Computer science; Biology; Physics; Artificial intelligence","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":[0.0003246537,0.0002181098,0.0005101225,0.0005704146,0.0004988829,0.001367522,0.0007225444,0.0004973279,0.001595205],"category_scores_gemma":[0.001113147,0.0001599694,0.0003135638,0.0002168188,0.001412269,0.0007123197,0.001042895,0.0004729969,0.00008189394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806695,"about_ca_system_score_gemma":0.0006103782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003246627,"about_ca_topic_score_gemma":0.001606941,"domain_scores_codex":[0.999902,0.00002349922,0.000004497574,0.00001761367,0.00002240543,0.0000298727],"domain_scores_gemma":[0.999587,0.0001589333,0.00006989577,0.00002649998,0.00005787482,0.00009969735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002459964,0.0001673934,0.005006292,0.00009880967,0.0001233286,0.0006649936,0.0006114464,0.299369,0.06564658,0.6129689,0.001514811,0.01358236],"study_design_scores_gemma":[0.00003584684,0.00006114566,0.001515153,0.000006506851,0.0000181029,0.00007119328,0.0001122238,0.8816698,0.0007960422,0.1153278,0.0003671226,0.00001906726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918031,0.0001917291,0.06731936,0.0006845756,0.00004630479,0.00001736751,0.00004479239,0.0000982319,0.01356668],"genre_scores_gemma":[0.9979218,0.00003620386,0.001047684,0.00001615797,0.000005709021,0.000005264365,0.000005332909,0.000005780836,0.0009560579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003246627,"threshold_uncertainty_score":0.007115304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018159952821775,"score_gpt":0.2968760177969679,"score_spread":0.2787160649751929,"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."}}