{"id":"W1975614011","doi":"10.1364/anic.2011.jtub19","title":"Design Optimization of High Performance Single-mode Fabry-Perot Lasers Based on Quantum Dot Materials","year":2011,"lang":"en","type":"article","venue":"","topic":"Semiconductor Quantum Structures and Devices","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Homogeneous broadening; Laser; Quantum dot laser; Quantum dot; Fabry–Pérot interferometer; Homogeneous; Bandwidth (computing); Rate equation; Optoelectronics; Optics; Doppler broadening; Materials science; Longitudinal mode; Mode (computer interface); Single-mode optical fiber; Semiconductor laser theory; Physics; Spectral line; Quantum mechanics; Telecommunications; Computer 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008724102,0.0001714589,0.0002225615,0.00006707996,0.0000615438,0.00002628237,0.0001512675,0.00004548373,0.004705756],"category_scores_gemma":[0.000002695456,0.0001334342,0.00004107801,0.00008791134,0.00003871073,0.00015142,0.00001681905,0.0000502318,0.00001565971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000116657,"about_ca_system_score_gemma":0.00003138265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007239989,"about_ca_topic_score_gemma":4.329385e-7,"domain_scores_codex":[0.9991374,0.00005099188,0.0002708833,0.0002117817,0.0001374393,0.0001914846],"domain_scores_gemma":[0.9994256,0.00004084859,0.0001698481,0.0002538888,0.00006038846,0.00004938336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001626234,0.001055908,0.01387106,0.0002121353,0.0002222925,0.000002537918,0.001319945,0.573876,0.3054281,0.09194183,0.001118145,0.009325772],"study_design_scores_gemma":[0.0006261233,0.0003670446,0.0006304413,0.00004602449,0.00002805204,2.552522e-7,0.0001317565,0.1680416,0.8285699,0.001307707,0.00001352009,0.0002375644],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669939,0.000002184865,0.1300608,0.00001160614,0.000329931,0.0001793582,0.00003217132,0.00003364636,0.002356355],"genre_scores_gemma":[0.9880339,8.955784e-7,0.01166826,0.00007735699,0.00008030083,0.0000131288,0.00005716798,0.00002132823,0.00004766193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5231418,"threshold_uncertainty_score":0.9962041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0366568014301737,"score_gpt":0.2359003393519167,"score_spread":0.199243537921743,"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."}}