{"id":"W2897235318","doi":"10.1103/physreve.98.043202","title":"Ray-based modeling of cross-beam energy transfer at caustics","year":2018,"lang":"en","type":"article","venue":"Physical review. E","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Nuclear Security Administration; Division of Chemical, Bioengineering, Environmental, and Transport Systems; University of Rochester; New York State Energy Research and Development Authority; U.S. Department of Energy","keywords":"Implosion; Inertial confinement fusion; Physics; Laser; Radiation; Computational physics; Optics; Plasma; Beam (structure); Discretization; Nuclear physics","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":[0.0003902747,0.000527001,0.0005546496,0.0004884965,0.000515178,0.001049007,0.001567698,0.001172461,0.002186841],"category_scores_gemma":[0.00122297,0.0004677731,0.0005983248,0.0005482304,0.0007367079,0.0009739167,0.0007156617,0.0006917106,0.0004829637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001430953,"about_ca_system_score_gemma":0.0009558444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00652449,"about_ca_topic_score_gemma":0.002948164,"domain_scores_codex":[0.9998367,0.00003725271,0.000007727636,0.00002069029,0.00007247541,0.00002517313],"domain_scores_gemma":[0.9995783,0.0001709363,0.00007575999,0.00004364202,0.0001040136,0.00002729061],"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":[0.00003084411,0.00002876534,0.0009485821,0.00003245662,0.00001558436,0.0001011392,0.000078877,0.9671719,0.004555227,0.02458432,0.0003236342,0.002128685],"study_design_scores_gemma":[0.000006236409,0.000006763215,0.0001312846,0.000002998249,0.000003400783,0.0000183641,0.000009064087,0.9972843,0.0008008357,0.001246313,0.000485264,0.000005108415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2713245,0.0009968817,0.6476282,0.000587136,0.0001379891,0.0002280516,0.0006208203,0.0008894609,0.07758692],"genre_scores_gemma":[0.919328,0.0007937545,0.06336448,0.0001635023,0.00003706144,0.000260444,0.0002883967,0.0002738185,0.01549045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00652449,"threshold_uncertainty_score":0.01297307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180246471068589,"score_gpt":0.3396767797001847,"score_spread":0.3178743149894988,"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."}}