{"id":"W3033751116","doi":"10.3390/app10113865","title":"A Compact High-Efficient Equivalent Circuit Model of Multi-Quantum-Well Vertical-Cavity Surface-Emitting Lasers for High-Speed Interconnects","year":2020,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Vertical-cavity surface-emitting laser; Optoelectronics; Quantum well; Materials science; Heterojunction; Laser; Photon; Optics; 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":[0.0003529189,0.0002265557,0.0003977018,0.0000497747,0.0001276536,0.00006467419,0.00045198,0.00008038605,0.00003739997],"category_scores_gemma":[0.00008629114,0.000192406,0.0000924597,0.0003605201,0.000295093,0.00009976342,0.00006638149,0.0001479047,0.00002714251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005033378,"about_ca_system_score_gemma":0.00003979417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003910214,"about_ca_topic_score_gemma":0.000005406805,"domain_scores_codex":[0.9983193,0.00001363177,0.000395978,0.0004324648,0.0003413985,0.0004971919],"domain_scores_gemma":[0.9991322,0.0003584501,0.00005316444,0.000168367,0.00004784049,0.000239934],"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":[0.00001426763,0.00004286136,0.00005414987,0.0001153758,0.00001948031,5.968444e-7,0.0003823254,0.6327319,0.3570228,0.009434473,0.0000983256,0.00008353081],"study_design_scores_gemma":[0.0004881315,0.00006762164,0.00008911954,0.00002681645,0.00002478057,1.87133e-7,0.0004386239,0.7478758,0.250424,0.0003632061,0.00001151019,0.0001902189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766157,0.00007670547,0.02165102,0.0001826045,0.0002178795,0.0004007335,0.00004153154,0.0001760621,0.0006377213],"genre_scores_gemma":[0.9971952,0.000007618029,0.002515809,0.0002013789,0.00004078723,0.000005968034,0.000005951666,0.00002318293,0.000004069069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.115144,"threshold_uncertainty_score":0.7846091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0803540193048984,"score_gpt":0.2644702541255242,"score_spread":0.1841162348206258,"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."}}