{"id":"W4416800562","doi":"10.1109/ppps56198.2025.11248113","title":"Quantifying Electron Depletion in a Kinetic Model of an Electron Cyclotron Resonance Plasma Cathode","year":2025,"lang":"","type":"article","venue":"","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"U.S. Department of Energy","keywords":"Electron; Plasma; Electron cyclotron resonance; Electric field; Ionization; Cathode; Magnetic field; Microwave; Electromagnetic electron wave","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":[0.0002760429,0.0005155464,0.0004573772,0.0004155336,0.0004422767,0.0008685564,0.001158587,0.001465798,0.00417559],"category_scores_gemma":[0.000965777,0.0003673245,0.0005420175,0.0004085248,0.0005080383,0.0007588743,0.000434842,0.0006472814,0.0005276617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011269,"about_ca_system_score_gemma":0.0007331179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0113496,"about_ca_topic_score_gemma":0.005062099,"domain_scores_codex":[0.9998813,0.00002035869,0.000004093183,0.00002242628,0.0000393889,0.00003249316],"domain_scores_gemma":[0.9997103,0.0001524593,0.00003947127,0.00001929197,0.00005392223,0.00002466041],"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":[0.0001210799,0.0000546232,0.0009289173,0.0000727705,0.00001557437,0.0001876406,0.0000817008,0.9749302,0.01471765,0.006775583,0.0008944785,0.001219696],"study_design_scores_gemma":[0.00001018172,0.00001686143,0.0001272145,0.000003705025,0.000002427239,0.00001823114,0.00001061758,0.9979639,0.001066773,0.0004366509,0.0003382232,0.000005265309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7854586,0.0009743456,0.1193735,0.001831926,0.0001558156,0.0001932752,0.002899829,0.0009874859,0.08812524],"genre_scores_gemma":[0.9757382,0.0003198599,0.008827901,0.0001761285,0.00001555621,0.0001729208,0.0005427068,0.0001389324,0.01406777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0113496,"threshold_uncertainty_score":0.02256703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192529273290345,"score_gpt":0.273436084511514,"score_spread":0.2541831571824795,"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."}}