{"id":"W2327033510","doi":"10.1103/physreva.85.013833","title":"Asymptotic fields for a Hamiltonian treatment of nonlinear electromagnetic phenomena","year":2012,"lang":"en","type":"article","venue":"Physical Review A","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ministero dell'Università e della Ricerca","keywords":"Physics; Nonlinear system; Hamiltonian (control theory); Electromagnetic field; Classical mechanics; Nonlinear optics; Resonator; Electromagnetic radiation; Quantum electrodynamics; Quantum mechanics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003617434,0.0001169714,0.0003392026,0.00001115628,0.00001221085,0.000003183536,0.00006435646,0.00001769539,0.00002629037],"category_scores_gemma":[0.00001839179,0.00008627628,0.0001540285,0.00008497728,0.00001671801,0.00004741172,0.000006056099,0.00003487312,0.00003521839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003560548,"about_ca_system_score_gemma":0.000008568296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003325411,"about_ca_topic_score_gemma":0.000001264465,"domain_scores_codex":[0.9994325,0.000009183901,0.000148788,0.00007627367,0.00006902416,0.000264239],"domain_scores_gemma":[0.9996148,0.0001037125,0.0000194401,0.0001513876,0.00001521352,0.00009545754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008395995,0.006487344,0.0004124967,0.03710479,0.001192481,0.00000399909,0.002300951,0.0003965157,0.05336674,0.08432986,0.001915696,0.8124052],"study_design_scores_gemma":[0.00303666,0.005579631,0.004167792,0.00273794,0.001924616,0.00001215677,0.00002379133,0.2441381,0.04767531,0.005347189,0.683897,0.001459853],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6309074,0.3268271,0.001580255,0.0003613471,0.0002768079,0.002073368,0.00003700561,0.0002344838,0.03770221],"genre_scores_gemma":[0.9850885,0.01314312,0.001146981,0.000118217,0.0002684902,0.0001562985,0.000006678175,0.00001832839,0.00005338431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8109453,"threshold_uncertainty_score":0.3518245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445206768357322,"score_gpt":0.2746989959317368,"score_spread":0.2602469282481636,"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."}}