{"id":"W4387460485","doi":"10.1088/1748-0221/18/10/p10010","title":"Picosecond and high-power UV/Vis light pulsing using gallium nitride field-effect transistors: implementation and design evaluation","year":2023,"lang":"en","type":"article","venue":"Journal of Instrumentation","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Simon Fraser University","funders":"","keywords":"Optoelectronics; Picosecond; Materials science; Diode; Transistor; Photon; Optics; Light-emitting diode; Common emitter; Laser; Physics","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":[0.0004470704,0.0001022832,0.0001550001,0.0001749906,0.0001181115,0.00007216928,0.00003740681,0.00003735607,0.00005065564],"category_scores_gemma":[0.00003639537,0.00009146628,0.00003342899,0.0001707714,0.00002431834,0.0004813337,0.00001600193,0.0001171669,0.000001073034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007720813,"about_ca_system_score_gemma":0.00002634332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002843923,"about_ca_topic_score_gemma":0.000002800758,"domain_scores_codex":[0.9991387,0.00009047432,0.0003161262,0.0001125644,0.0002111476,0.0001310067],"domain_scores_gemma":[0.9993796,0.0001539811,0.0002727541,0.00005546454,0.0001005727,0.00003758944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001463887,0.00002788367,0.02360577,0.00002211802,0.0001333976,0.000004544479,0.0008125582,0.001269932,0.2221792,0.0008747434,0.0001425004,0.750781],"study_design_scores_gemma":[0.004793873,0.001415769,0.03230662,0.0001913607,0.0004359492,0.00003396523,0.005534238,0.0144594,0.9064458,0.03391521,0.00009885974,0.0003689867],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325181,0.00003098832,0.06662805,0.0003748506,0.0001676143,0.0002272656,0.000002134663,0.00001800184,0.00003298486],"genre_scores_gemma":[0.9839886,0.00001184028,0.01588912,0.00001925729,0.00006769964,0.000003272251,0.000007815875,0.00001002852,0.000002302697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.750412,"threshold_uncertainty_score":0.3729887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237145232441949,"score_gpt":0.3242704030626855,"score_spread":0.3005558798184906,"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."}}