{"id":"W2055608499","doi":"10.1109/qels.2007.4431584","title":"Slow-light soliton dynamics with relaxation","year":2007,"lang":"en","type":"article","venue":"","topic":"Quantum optics and atomic interactions","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Soliton; Relaxation (psychology); Dynamics (music); Nonlinear system; Physics; Nonlinear optics; Nonlinear dynamical systems; Statistical physics; Quantum mechanics; Biology","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":[0.00007934441,0.00006977789,0.00006053127,0.00003607119,0.00008489198,0.00002959887,0.00004476869,0.00001733541,0.0004879198],"category_scores_gemma":[7.466247e-7,0.00005212992,0.00003142171,0.00007660647,0.00001177928,0.00009551733,0.000006865666,0.00009320817,0.0001381538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003269389,"about_ca_system_score_gemma":0.00002232026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001609459,"about_ca_topic_score_gemma":0.00008180883,"domain_scores_codex":[0.9995506,0.000003823297,0.000117985,0.0001029889,0.00007065479,0.0001538911],"domain_scores_gemma":[0.9997138,0.00002492714,0.00005492348,0.0001113048,0.00005163086,0.00004345378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001644004,0.00006913199,0.01392619,0.000001432433,0.00003242917,0.000001303432,0.0001005578,0.00003628833,0.0005745657,0.9788781,0.0008724295,0.005491071],"study_design_scores_gemma":[0.004743838,0.0007241546,0.05028101,0.0002041776,0.0002855769,0.0000362878,0.01746163,0.3188677,0.1470769,0.09711356,0.3605812,0.002623971],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3663049,9.566204e-7,0.2290623,0.0002742325,0.0001200149,0.00004836056,0.000003099475,0.00001884,0.4041673],"genre_scores_gemma":[0.9858971,2.434589e-7,0.001844806,0.00003782827,0.0001598627,0.000002629427,0.00003392843,0.000008863867,0.01201473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8817646,"threshold_uncertainty_score":0.534238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003705389354444661,"score_gpt":0.2285684096392806,"score_spread":0.2248630202848359,"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."}}