{"id":"W2060092108","doi":"10.1117/12.851522","title":"What narrow-linewidth semiconductor lasers can do for defense and security?","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"TeraXion (Canada)","funders":"","keywords":"Laser linewidth; Semiconductor laser theory; Laser; Optoelectronics; Computer science; Semiconductor; Materials science; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004540432,0.0004028248,0.0004696778,0.0001052247,0.00008716215,0.0003134985,0.0006689656,0.0003092165,0.00001999829],"category_scores_gemma":[0.0004630655,0.0003464121,0.0004814485,0.0002245086,0.0002708343,0.0009397719,0.000101477,0.0004898923,9.321216e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007503449,"about_ca_system_score_gemma":0.00002445484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006931835,"about_ca_topic_score_gemma":0.000001373478,"domain_scores_codex":[0.9980511,1.05387e-8,0.0006067703,0.0004165544,0.0004254807,0.000500059],"domain_scores_gemma":[0.9982513,0.000249028,0.0001713065,0.00007682601,0.00101233,0.0002392432],"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":[0.000048707,0.00004764538,0.0002257068,0.0008922394,0.0003162167,1.01254e-7,0.0005302518,0.0001092127,0.780974,0.2128759,0.003788637,0.0001913582],"study_design_scores_gemma":[0.004067837,0.0006253492,0.0004478831,0.0008859499,0.0006315862,0.00007922656,0.01020103,0.168697,0.7674438,0.01436857,0.03077931,0.001772456],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956301,0.0003643583,0.000004794076,0.001314741,0.001163132,0.0006387481,0.0001300371,0.0001606851,0.0005933423],"genre_scores_gemma":[0.9490246,0.0003213844,0.04941043,0.0001630635,0.000639905,0.0001987798,0.00001906874,0.0001228554,0.00009992274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1985073,"threshold_uncertainty_score":0.9998988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009116997984467082,"score_gpt":0.2186730246485117,"score_spread":0.2095560266640446,"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."}}