{"id":"W2162720650","doi":"10.1109/08ias.2008.251","title":"A Dynamic Model of a High Temperature Arc Lamp","year":2008,"lang":"en","type":"article","venue":"","topic":"Vacuum and Plasma Arcs","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Arc (geometry); Amplitude; Energy balance; Transient (computer programming); Millisecond; Mechanics; Arc lamp; Pulsed power; Physics; Partial differential equation; Power (physics); Optics; Control theory (sociology); Engineering; Computer science; Mechanical engineering; Thermodynamics","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":[0.00001787835,0.00007248181,0.0001122461,0.00002209522,0.00004639588,0.000003893896,0.00007398049,0.00002423459,0.000419445],"category_scores_gemma":[5.365379e-7,0.00005669034,0.0000586025,0.00005783276,0.00002187111,0.00004535354,0.00001935608,0.00007596497,0.00003264821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003335968,"about_ca_system_score_gemma":0.00004546705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001474546,"about_ca_topic_score_gemma":0.000007634452,"domain_scores_codex":[0.9996237,0.000006857302,0.00009450254,0.00009584334,0.00007107171,0.0001080076],"domain_scores_gemma":[0.9997663,0.00001295525,0.00002558609,0.0001337274,0.00002638365,0.00003507482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001447286,0.001118947,0.09089028,0.0000766833,0.0004108794,0.0000136792,0.00371756,0.05340711,0.1946162,0.6182948,0.0321555,0.005153577],"study_design_scores_gemma":[0.00429372,0.0002402612,0.01560063,0.00007435086,0.00009181054,0.00002073694,0.0007304509,0.7333758,0.1002901,0.1425131,0.001491716,0.00127719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778337,0.000005915956,0.002101001,0.0001157267,0.00002763139,0.00004857221,0.00005232284,0.00001565186,0.01979941],"genre_scores_gemma":[0.9865584,0.00000212591,0.003579675,0.00003461623,0.00002252106,0.000004266553,0.00002856048,0.000007019388,0.009762846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6799687,"threshold_uncertainty_score":0.4592628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007727334420076557,"score_gpt":0.1984961934903678,"score_spread":0.1907688590702912,"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."}}