{"id":"W4392616941","doi":"10.48550/arxiv.2403.04238","title":"Modeling beam propagation in a moving nonlinear medium","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; Multidisciplinary University Research Initiative; Canada First Research Excellence Fund; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Nonlinear system; Beam (structure); Physics; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003349817,0.0006473609,0.0004584724,0.0004646919,0.0006352209,0.001151558,0.001313185,0.002217773,0.001820041],"category_scores_gemma":[0.0009087377,0.0005627882,0.0006761479,0.0005695345,0.0008020744,0.001428689,0.0007532975,0.0008791068,0.0004704808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244921,"about_ca_system_score_gemma":0.001123156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01629481,"about_ca_topic_score_gemma":0.008116125,"domain_scores_codex":[0.9998335,0.0000332964,0.000006624834,0.00003922328,0.00005614619,0.00003119819],"domain_scores_gemma":[0.9997115,0.0001319051,0.00005073542,0.00003351473,0.00004906915,0.0000232895],"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":[0.00002325986,0.00002514969,0.0003713821,0.00002277073,0.00001042762,0.0001010932,0.00005922058,0.9669548,0.008095752,0.02173434,0.0001794638,0.002422295],"study_design_scores_gemma":[0.000003839474,0.000007564004,0.00006368197,0.000002120573,0.000002421422,0.00001015097,0.000006165411,0.9974338,0.0004393689,0.001663979,0.0003617456,0.000005156703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2310915,0.0006425547,0.7396216,0.0008461024,0.0001269878,0.0001232209,0.0004960626,0.0005155461,0.02653652],"genre_scores_gemma":[0.8445863,0.001146063,0.1229054,0.0001965702,0.00007560871,0.0002916734,0.0004158019,0.0001893894,0.0301931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01629481,"threshold_uncertainty_score":0.03239989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05480693382965884,"score_gpt":0.1957741262537125,"score_spread":0.1409671924240537,"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."}}