{"id":"W2320517445","doi":"10.1103/physrevlett.109.195004","title":"Stochastic Ion Heating from Many Overlapping Laser Beams in Fusion Plasmas","year":2012,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"U.S. Department of Energy","keywords":"Plasma; Inertial confinement fusion; Physics; Atomic physics; Fusion; Ion; Laser; Beat (acoustics); Nuclear physics; Optics; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009649944,0.0001940263,0.0003345964,0.00003499694,0.00007648308,0.00003139581,0.000106999,0.000009819537,0.0006018643],"category_scores_gemma":[0.00004057049,0.0001692019,0.0001538147,0.0001671043,0.00002294567,0.000315419,0.00006932531,0.0002705526,0.0008923065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005901635,"about_ca_system_score_gemma":0.00001080119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006838774,"about_ca_topic_score_gemma":0.000003281495,"domain_scores_codex":[0.9988999,0.00006228033,0.0002786345,0.0002192546,0.0001774494,0.0003625148],"domain_scores_gemma":[0.9990203,0.0005105958,0.0001181326,0.0002129725,0.00001755404,0.0001204775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002455522,0.01418866,0.3373278,0.003658399,0.001025588,0.00005453112,0.006475251,0.1227818,0.2299214,0.03841211,0.1009037,0.1450052],"study_design_scores_gemma":[0.014149,0.000671056,0.3284191,0.1046917,0.003297401,0.00002094433,0.002176811,0.2392088,0.05238534,0.01349939,0.2301525,0.01132805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920041,0.0002317522,0.005211351,0.0009444864,0.000367517,0.000275942,0.00003355845,0.00002306527,0.000908225],"genre_scores_gemma":[0.9963058,0.00004987427,0.0002633662,0.002096297,0.001079112,0.0000719594,0.00009529635,0.00002121271,0.00001707075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1775361,"threshold_uncertainty_score":0.9998856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483838639821721,"score_gpt":0.2769317679220148,"score_spread":0.2620933815237976,"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."}}