{"id":"W4238977757","doi":"10.22215/etd/2008-08230","title":"GaN HFET modeling and model validation through high efficiency power amplifier design","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Power Amplifier Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library and Archives Canada","funders":"","keywords":"Computer science; Optoelectronics; 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"],"consensus_categories":[],"category_scores_codex":[0.0001268523,0.0006094719,0.0004897647,0.0001959033,0.0001714442,0.0000796204,0.0002384026,0.0004991614,0.00009306522],"category_scores_gemma":[0.00003243739,0.0006387542,0.00008683794,0.0002304862,0.0000272642,0.0005089814,0.00001359046,0.0004643191,0.00005548727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221553,"about_ca_system_score_gemma":0.00007863902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002886817,"about_ca_topic_score_gemma":0.000005402182,"domain_scores_codex":[0.997907,0.00003425442,0.0005499036,0.0006068192,0.0003997444,0.0005022561],"domain_scores_gemma":[0.9991014,0.00008528258,0.00008282535,0.0004716881,0.0001456634,0.0001131563],"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":[0.00002945056,0.00001966961,8.603423e-7,0.00007850169,0.00004166313,0.000004721532,0.00204717,0.9927917,0.002416035,0.001138619,0.001138888,0.0002927348],"study_design_scores_gemma":[0.0003096025,0.00003516281,0.000004729009,0.00007908284,0.00005482172,0.00001102612,0.0002741724,0.9776958,0.01113939,0.009525958,0.00009421094,0.0007760398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01894294,0.0008088223,0.9577159,0.000005707477,0.0006706169,0.0005965595,0.00001792095,0.0007420516,0.02049954],"genre_scores_gemma":[0.8791612,0.001103569,0.1142061,0.00004858436,0.00006746163,0.00009421077,0.0005864897,0.0002703997,0.004461971],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8602183,"threshold_uncertainty_score":0.9996064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944318033627343,"score_gpt":0.2562972317648095,"score_spread":0.2268540514285361,"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."}}