{"id":"W4409569836","doi":"10.1364/ol.562773","title":"Universal structure of propagation-invariant optical pulses","year":2025,"lang":"en","type":"article","venue":"Optics Letters","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eupraxia Pharmaceuticals; Fusion Energy Sciences; Office of Naval Research; Fundação para a Ciência e a Tecnologia","keywords":"Optics; Physics; Invariant (physics)","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":[0.000326711,0.000258354,0.0003098628,0.0008268767,0.0006026743,0.001013938,0.0006067358,0.0008267133,0.001841137],"category_scores_gemma":[0.0009793848,0.0002702062,0.0002427299,0.0003163211,0.001930427,0.001155381,0.0008311317,0.0008985783,0.0002578618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006090823,"about_ca_system_score_gemma":0.0005601501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003751935,"about_ca_topic_score_gemma":0.0002809292,"domain_scores_codex":[0.9997192,0.00003284898,0.00001403993,0.00005684993,0.00009770263,0.00007934566],"domain_scores_gemma":[0.9996573,0.00006636651,0.00007388055,0.00006964915,0.00006639151,0.00006645158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001828159,0.00001634016,0.0001203894,0.00003062936,0.000004439334,0.00009190232,0.0001335015,0.001893248,0.01854482,0.9752046,0.0003231761,0.003618554],"study_design_scores_gemma":[0.00005564519,0.0001217473,0.001106104,0.00003991056,0.00001322551,0.0005351889,0.0001376597,0.1076803,0.0225618,0.8617576,0.005940155,0.00005072053],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7363662,0.0007532014,0.2046413,0.0004743759,0.0001528085,0.00008705587,0.0001952425,0.0004112824,0.05691871],"genre_scores_gemma":[0.9726743,0.0002756177,0.02250656,0.0001295475,0.00008203034,0.00006114218,0.0001036139,0.00006596926,0.004101355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001841137,"threshold_uncertainty_score":0.006159186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003940699262960386,"score_gpt":0.2168223184215413,"score_spread":0.2128816191585809,"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."}}