{"id":"W2344318812","doi":"10.1103/physrevlett.117.094101","title":"Energy Criterion for the Spectral Stability of Discrete Breathers","year":2016,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Army Research Office; National Science Foundation; European Research Council; Ministry of Education and Science of the Russian Federation; Alexander von Humboldt-Stiftung; Qatar National Research Fund","keywords":"Breather; Anharmonicity; Nonlinear system; Physics; Monotonic function; Stability (learning theory); Statistical physics; Energy (signal processing); Stability criterion; Classical mechanics; Quantum mechanics; Mathematical analysis; Mathematics; Discrete time and continuous time; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001708051,0.000119779,0.0002953388,0.000006382123,0.0000344103,0.000007389459,0.0001942242,0.000003575126,0.0001069115],"category_scores_gemma":[0.00001013767,0.0000564369,0.0003307778,0.00006273186,0.0001013726,0.00006258596,0.00002789669,0.00003525991,0.000008648861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002257227,"about_ca_system_score_gemma":0.00001666731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001496193,"about_ca_topic_score_gemma":0.000001719609,"domain_scores_codex":[0.9992136,0.00007270164,0.0002153126,0.0001845091,0.0001275536,0.0001863529],"domain_scores_gemma":[0.9990838,0.0003730524,0.0001009027,0.0003737706,0.00002885123,0.00003957785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009422086,0.0004350461,0.009590915,0.001640483,0.0005743589,6.852667e-7,0.0004233399,0.00001034294,0.6139343,0.02464765,0.007832204,0.3408165],"study_design_scores_gemma":[0.004666877,0.0005905385,0.006667137,0.01075318,0.001454811,0.00000439727,0.0002339833,0.008101608,0.442973,0.009731251,0.5127254,0.002097834],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8470386,0.005323953,0.1010671,0.04064221,0.0006072187,0.00258322,0.0005950531,0.00006787134,0.002074769],"genre_scores_gemma":[0.9979916,0.0001028774,0.00008348041,0.0008259646,0.0008252104,0.0001318241,0.000005948267,0.00001569113,0.00001743998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5048932,"threshold_uncertainty_score":0.230143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741707862786624,"score_gpt":0.2913379960450508,"score_spread":0.2739209174171846,"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."}}