{"id":"W2359252647","doi":"","title":"Experimental Characterization of High Power Short Pulsed VCSELs","year":2008,"lang":"en","type":"article","venue":"Laser & Infrared","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Materials science; Optics; Laser; Optoelectronics; Pulse (music); Vertical-cavity surface-emitting laser; Wavelength; Power (physics); Pulse-width modulation; Aperture (computer memory); Semiconductor laser theory; 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":[0.00002196177,0.00012398,0.0001792874,0.0000498392,0.00003058926,0.0000103994,0.0001002848,0.00007700868,0.000892346],"category_scores_gemma":[0.000006323446,0.0001207176,0.00005041096,0.0001256815,0.0000415899,0.000225402,0.00001857833,0.00006887029,0.00003938817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002442901,"about_ca_system_score_gemma":0.000009315283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000771391,"about_ca_topic_score_gemma":4.375265e-7,"domain_scores_codex":[0.9993519,0.00000865031,0.0002172405,0.0001206547,0.0001373651,0.0001641661],"domain_scores_gemma":[0.9996855,0.00001500034,0.00001825237,0.0001815272,0.00003059888,0.00006916701],"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":[0.00001374411,0.000047438,0.001268168,0.00001509914,0.00003137817,0.00001387613,0.00033245,0.0001747752,0.9974752,0.00009150484,0.0004637816,0.00007257106],"study_design_scores_gemma":[0.0002465918,0.00004030804,0.02951183,0.00001545153,0.000006376057,0.000005316938,0.00004244983,0.0008817359,0.9671023,0.00001962202,0.0019718,0.0001562569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936618,0.00005889279,0.00008204038,0.000007243782,0.0003802259,0.000102347,0.00003651261,0.0001450588,0.005525846],"genre_scores_gemma":[0.9992098,0.00002002431,0.0001781025,0.00008299293,0.00005441677,0.00001358874,0.0001022066,0.00002729996,0.0003115957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03037295,"threshold_uncertainty_score":0.9770563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126763629219012,"score_gpt":0.203496242210329,"score_spread":0.1922286059181389,"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."}}