{"id":"W4403448520","doi":"10.1063/5.0223622","title":"Quasi-monoenergetic ion acceleration and neutron generation from laser-driven transverse collisionless shocks","year":2024,"lang":"en","type":"article","venue":"Physics of Plasmas","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Engineering and Physical Sciences Research Council; U.S. Department of Energy","keywords":"Physics; Transverse plane; Acceleration; Ion; Plasma; Atomic physics; Neutron; Nuclear physics; Laser; Computational physics; Quantum electrodynamics; Classical mechanics; Optics; Quantum mechanics","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":[0.00004032888,0.0001771064,0.0001966055,0.00004929452,0.0001095866,0.0001493032,0.00007830288,0.00005125147,0.0002629259],"category_scores_gemma":[0.000004300493,0.0001709313,0.00009523426,0.0001412706,0.00003905044,0.0004556564,0.00002739452,0.0001489882,0.00007698037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002626333,"about_ca_system_score_gemma":0.00005678358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008446909,"about_ca_topic_score_gemma":0.0001016709,"domain_scores_codex":[0.9991006,0.00003513382,0.0002614304,0.0002973554,0.0001572236,0.0001482968],"domain_scores_gemma":[0.9993861,0.0002212349,0.00007476703,0.0001688242,0.00007777284,0.00007128111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001623516,0.002442951,0.01486386,0.0001729552,0.0006809768,0.00001694824,0.002911098,0.1912127,0.4403075,0.3010311,0.01568072,0.03051679],"study_design_scores_gemma":[0.0008149149,0.0002529105,0.001353887,0.0001797352,0.0002667853,7.92606e-7,0.000333722,0.4863443,0.4951626,0.008083143,0.006791281,0.0004159663],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758611,0.00002404551,0.02157996,0.0001777588,0.0007035041,0.0001589404,0.0004333522,0.00003874496,0.001022543],"genre_scores_gemma":[0.9971575,0.00003023618,0.001015193,0.00001079186,0.0008456635,0.00003131137,0.0006545729,0.00002546579,0.0002293087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2951315,"threshold_uncertainty_score":0.6970375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106076146661542,"score_gpt":0.2590003796239303,"score_spread":0.2379396181573149,"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."}}