{"id":"W4401568071","doi":"10.1109/pn62551.2024.10621831","title":"Exploring Spontaneous Multimode Solitary Wave Generation: Unraveling the Interplay of Organized Instability and System Evolution","year":2024,"lang":"en","type":"article","venue":"","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Multi-mode optical fiber; Instability; Physics; Computer science; Optics; Quantum mechanics; Optical fiber","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":[0.0002579656,0.0001034225,0.0001230762,0.0000457407,0.00005719826,0.00003817235,0.00006005619,0.00003384846,0.00004136371],"category_scores_gemma":[0.00001599672,0.00006323007,0.00003202144,0.00008312731,0.00002571897,0.0001509506,0.00003632693,0.0001111557,0.000009633382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305282,"about_ca_system_score_gemma":0.00001109522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000187264,"about_ca_topic_score_gemma":0.0001095456,"domain_scores_codex":[0.9993317,0.00002756086,0.0002574237,0.0001541773,0.0001008056,0.0001283744],"domain_scores_gemma":[0.999689,0.00005327768,0.000007050565,0.0001799244,0.0000400001,0.00003073172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003512423,0.0000303201,0.0001035753,0.002665472,0.0002819284,0.0002792071,0.0207256,0.4334339,0.447024,0.04828632,0.00009539044,0.04703916],"study_design_scores_gemma":[0.00003238836,0.00001151089,0.00005723004,0.00008087092,0.00001353256,0.0001956241,0.00112789,0.9413573,0.05694509,0.00003523307,0.00006015983,0.00008320846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6455128,0.0008796582,0.3523647,0.00002224644,0.0005100847,0.0001137524,0.000002669234,0.0001902112,0.0004039012],"genre_scores_gemma":[0.9983683,0.0000879915,0.001361001,0.000003564347,0.0001173788,0.0000137308,0.000003840099,0.00001859687,0.00002556417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5079234,"threshold_uncertainty_score":0.2578447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271802022061891,"score_gpt":0.2286634137627757,"score_spread":0.1759453935421568,"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."}}