{"id":"W4413076617","doi":"10.1063/5.0273288","title":"Replica symmetry breaking dynamics in high-order optical mode multi-Stokes coherent random fiber laser","year":2025,"lang":"en","type":"article","venue":"APL Photonics","topic":"Random lasers and scattering media","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Higher Education Discipline Innovation Project; National Natural Science Foundation of China","keywords":"Rayleigh scattering; Physics; Symmetry breaking; Fiber laser; Random laser; Laser; Statistical physics; Optical fiber; Photonics; Optics; Quantum mechanics; Lasing threshold","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":[0.0002047235,0.0001502656,0.000109744,0.00019735,0.0002135411,0.0002261383,0.000282956,0.0002227918,0.0005163458],"category_scores_gemma":[0.0003402265,0.0001084183,0.0001113828,0.0001325759,0.0005039076,0.0004500935,0.0002428061,0.0002800561,0.0000743173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004200047,"about_ca_system_score_gemma":0.000218148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008396999,"about_ca_topic_score_gemma":0.0008100164,"domain_scores_codex":[0.9998816,0.00001648295,0.000003382745,0.00002880762,0.00004988127,0.00001991043],"domain_scores_gemma":[0.9997835,0.00006303486,0.00007344495,0.0000233578,0.00003424254,0.00002252953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001291063,0.00009237111,0.004633571,0.00005871298,0.00002233906,0.0003086979,0.0005704869,0.01036511,0.9537496,0.01555825,0.0003161725,0.01419555],"study_design_scores_gemma":[0.00004385152,0.0001788563,0.006593555,0.00001143813,0.00001230524,0.0002705145,0.0001445224,0.6131545,0.3731623,0.004831661,0.00154937,0.00004709834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844241,0.0001173788,0.01394324,0.00009753909,0.000008629275,0.00001347347,0.00002388457,0.00007151836,0.00130015],"genre_scores_gemma":[0.9967625,0.00003576448,0.002724155,0.00001794929,0.000002953396,0.00001077315,0.00001202808,0.000005802826,0.0004280505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008396999,"threshold_uncertainty_score":0.003047347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006054169266405388,"score_gpt":0.2549451189506117,"score_spread":0.2488909496842063,"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."}}