{"id":"W2143437682","doi":"10.1007/s00332-003-0527-3","title":"Stability Analysis of Stationary Light Transmission in Nonlinear Photonic Structures","year":2003,"lang":"en","type":"article","venue":"Journal of Nonlinear Science","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Dissipative system; Instability; Nonlinear system; Bistability; Mathematical analysis; Mathematics; Bifurcation; Amplitude; Function (biology); Bifurcation diagram; Sign (mathematics); Stationary state; Domain (mathematical analysis); Stability (learning theory); Physics; Quantum mechanics","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":[0.0004499005,0.0004770101,0.0003550074,0.0009590746,0.0006894167,0.0009159344,0.0006967494,0.0005494935,0.002383052],"category_scores_gemma":[0.002090227,0.0002732911,0.0004438047,0.0002794562,0.001349491,0.0006660863,0.0005275536,0.0006121537,0.0003771477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008973958,"about_ca_system_score_gemma":0.000585056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00288015,"about_ca_topic_score_gemma":0.001305186,"domain_scores_codex":[0.9998667,0.0000374792,0.000004379002,0.00002557073,0.00004622884,0.00001956713],"domain_scores_gemma":[0.9992352,0.000340782,0.0001093917,0.00004179182,0.0002270961,0.00004594155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007986166,0.0002175805,0.002645819,0.000208746,0.0001114083,0.0005295066,0.0008253579,0.4569696,0.1793401,0.331682,0.0021202,0.02455102],"study_design_scores_gemma":[0.000006768485,0.00002874403,0.0003010902,0.000004469567,0.000004775422,0.00002626126,0.00002874726,0.9898658,0.002974351,0.00665769,0.00009341342,0.000007749435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7462039,0.0004235052,0.234034,0.0005324259,0.00006270496,0.00006355189,0.00008828458,0.0001885255,0.01840308],"genre_scores_gemma":[0.9925398,0.0001156202,0.003870922,0.00001826078,0.00002272237,0.00002246337,0.00004308911,0.00004724458,0.003319802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00288015,"threshold_uncertainty_score":0.007972121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348898525574569,"score_gpt":0.269393720150063,"score_spread":0.2559047348943173,"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."}}