{"id":"W4416020679","doi":"10.48550/arxiv.2511.03704","title":"Long-Lasting and Slowly Varying Transient Dynamics in Discrete-Time Systems","year":2025,"lang":"","type":"preprint","venue":"ArXiv.org","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transient (computer programming); Observable; Dynamics (music); Steady state (chemistry); State (computer science); Mathematical model; Control theory (sociology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009335086,0.0003510483,0.0003987897,0.0006223372,0.0003754062,0.001023966,0.0005522039,0.0006803235,0.001032109],"category_scores_gemma":[0.005175174,0.0001817342,0.0004700625,0.0004002833,0.00166621,0.001494298,0.0008864191,0.0009679483,0.00009496532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000925481,"about_ca_system_score_gemma":0.0004272823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521713,"about_ca_topic_score_gemma":0.0008302531,"domain_scores_codex":[0.9996092,0.0001246033,0.00002435475,0.00008290234,0.0001018875,0.00005712736],"domain_scores_gemma":[0.996946,0.001725127,0.0006865559,0.0002328301,0.000231742,0.0001777079],"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":[0.0000725551,0.00008171729,0.01202466,0.0001711106,0.0001232311,0.0009658766,0.001228502,0.3042759,0.01477364,0.6505076,0.0009614212,0.01481376],"study_design_scores_gemma":[0.000009671227,0.00005031864,0.003166462,0.00001902741,0.00002338874,0.0001748098,0.0001955782,0.7812622,0.0009735104,0.2130761,0.001030791,0.00001813275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.270409,0.0009701287,0.7190034,0.000934621,0.00006608228,0.00004785247,0.0001150656,0.0002142236,0.008239691],"genre_scores_gemma":[0.990685,0.0002328397,0.007983359,0.00004638179,0.00003629947,0.00003141478,0.00003446601,0.00001402297,0.000936226],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001521713,"threshold_uncertainty_score":0.00671488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03381852850393723,"score_gpt":0.2932969485238012,"score_spread":0.2594784200198639,"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."}}