{"id":"W4411541356","doi":"10.1090/surv/288/03","title":"Stability of periodic waves","year":2025,"lang":"en","type":"book-chapter","venue":"Mathematical surveys and monographs","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"History; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001292592,0.0003428791,0.0007570251,0.0001690759,0.00005663189,0.00005950472,0.0005101032,0.0002269506,0.00006586911],"category_scores_gemma":[0.0002139775,0.000288831,0.0002090353,0.00008970461,0.0002306385,0.000116159,0.0004353719,0.000283922,0.000007079095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001772279,"about_ca_system_score_gemma":0.0000362072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001318222,"about_ca_topic_score_gemma":8.300984e-7,"domain_scores_codex":[0.9982827,0.00006025952,0.0006431952,0.0004638557,0.0003016247,0.0002484108],"domain_scores_gemma":[0.9979808,0.0007946969,0.0001501239,0.0008291997,0.0001129146,0.0001322079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[8.249676e-7,0.00003740734,0.000006102097,0.001048184,0.00004842268,0.000002438299,0.0001508536,0.00001337116,0.00001770461,0.980972,0.00002790655,0.01767479],"study_design_scores_gemma":[0.0001180067,0.00005700469,0.00003427203,0.0006283692,0.00003553461,0.000004951629,0.000006149627,0.04116647,0.0001424793,0.9568058,0.0006569796,0.0003439706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001072322,0.000508622,0.8816181,0.00003702167,0.00006926554,0.0002358972,0.00002358684,0.0001286882,0.1172716],"genre_scores_gemma":[0.07245684,0.0006240951,0.891712,0.0000650773,0.0000518068,0.00006101959,0.00001943858,0.0001047102,0.03490502],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08236661,"threshold_uncertainty_score":0.9999564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648712385943637,"score_gpt":0.2420449864919061,"score_spread":0.2155578626324698,"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."}}