{"id":"W4362549068","doi":"10.1103/physrevlett.130.145103","title":"Inverse Bremsstrahlung Absorption","year":2023,"lang":"de","type":"article","venue":"Physical Review Letters","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Nuclear Security Administration; New York State Energy Research and Development Authority; Lawrence Livermore National Laboratory; U.S. Department of Energy","keywords":"Bremsstrahlung; Absorption (acoustics); Physics; Coulomb; Plasma; Inertial confinement fusion; Inverse; Atomic physics; Coupling (piping); Logarithm; Laser; Computational physics; Nuclear physics; Optics; Materials science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001642006,0.0003634049,0.0005454849,0.00007990326,0.0001689125,0.000110976,0.0002467097,0.00001799847,0.001050637],"category_scores_gemma":[0.00005640493,0.0003418988,0.0005554567,0.0007282114,0.00009380002,0.0002664852,0.0001150467,0.000449149,0.1248428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007388608,"about_ca_system_score_gemma":0.00004953472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001165329,"about_ca_topic_score_gemma":0.000002543956,"domain_scores_codex":[0.9980912,0.0001204235,0.0004281199,0.0004707798,0.0003369621,0.0005525579],"domain_scores_gemma":[0.9985539,0.0004475724,0.0002243017,0.0004793904,0.00006745056,0.0002273941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000111991,0.0005291564,0.0007367327,0.002151863,0.0003776997,0.00004645261,0.0001742844,0.003155646,0.006061957,0.003231875,0.9763287,0.007194399],"study_design_scores_gemma":[0.0006094301,0.00009093085,0.001789965,0.006854574,0.001242833,0.000001478861,0.00006534591,0.01437168,0.0005848928,0.001013296,0.972513,0.0008625421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9090645,0.003623379,0.001940974,0.06916544,0.007549256,0.002479488,0.0008866607,0.0005550673,0.00473521],"genre_scores_gemma":[0.9228743,0.03466545,0.0001827285,0.02757368,0.009975924,0.0003669223,0.002668842,0.0001839775,0.001508115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237922,"threshold_uncertainty_score":0.9999033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129993825626787,"score_gpt":0.2964785972940246,"score_spread":0.2751786590377567,"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."}}