{"id":"W2063661101","doi":"10.1103/physrevlett.90.255002","title":"Reduction of Electron Heating in the Low-Frequency Anomalous-Skin-Effect Regime","year":2003,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Skin effect; Plasma; Atomic physics; Electromagnetic electron wave; Physics; Electron; Inductively coupled plasma; Collision frequency; Absorption (acoustics); Magnetic field; Radio frequency; RF power amplifier; Plasma oscillation; Materials science; Optics; Optoelectronics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001866998,0.00009249881,0.0001840779,0.00001931825,0.00002053069,0.000006850106,0.0001052061,0.000006852716,0.000001606926],"category_scores_gemma":[0.00007999694,0.0000691165,0.0000705246,0.0002916436,0.00002070218,0.00004089955,0.000003292389,0.000144907,0.00001934052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003083982,"about_ca_system_score_gemma":0.00000469914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007232491,"about_ca_topic_score_gemma":6.808925e-7,"domain_scores_codex":[0.9994183,0.0000738208,0.000159442,0.0001002988,0.00009785657,0.0001503149],"domain_scores_gemma":[0.9995591,0.0001848415,0.00003273328,0.0001975106,0.000007805545,0.00001798309],"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":[0.00000316611,0.0003362877,0.0005025272,0.004494695,0.00006863675,0.000009435495,0.0005325141,0.01802997,0.9137788,0.03995124,0.0124187,0.009874086],"study_design_scores_gemma":[0.001503302,0.0004830356,0.008913183,0.01072526,0.0005581363,0.0001311566,0.0000509123,0.02105139,0.9184104,0.01051718,0.02575383,0.001902235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953671,0.002060197,0.0001038032,0.00104949,0.000028187,0.0003446732,0.000001527079,0.00002349931,0.001021495],"genre_scores_gemma":[0.9975277,0.001634563,0.0001390836,0.0004978709,0.00005141877,0.0001320407,0.000005417136,0.00001138475,5.883846e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02943406,"threshold_uncertainty_score":0.2818489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006394508990648984,"score_gpt":0.243555546543801,"score_spread":0.237161037553152,"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."}}