{"id":"W2084352664","doi":"10.1109/ofc.2005.192737","title":"Novel pumping scheme study for fluoride-based thulium-doped fiber amplifier at 690 nm","year":2005,"lang":"en","type":"article","venue":"OFC/NFOEC Technical Digest. Optical Fiber Communication Conference, 2005.","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Thulium; Materials science; Doping; Optoelectronics; Fiber laser; Diode; Fiber amplifier; Amplifier; Laser; Fiber; Optical amplifier; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006946319,0.0006724812,0.0008257611,0.0002090618,0.0004092297,0.0003130045,0.001610477,0.0005782327,0.00253339],"category_scores_gemma":[0.0003563731,0.000642363,0.0003247678,0.0003646853,0.0003866033,0.0005137215,0.0005054994,0.001013923,0.001001794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003764467,"about_ca_system_score_gemma":0.0001296248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002351559,"about_ca_topic_score_gemma":0.0002327497,"domain_scores_codex":[0.9962859,0.00008370517,0.001227949,0.0007463118,0.0006045633,0.001051535],"domain_scores_gemma":[0.9953061,0.001426795,0.000152984,0.002206857,0.0003561579,0.0005510848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001924169,0.01519244,0.007062227,0.001267183,0.002109531,0.00003348072,0.0009706645,0.0392183,0.5261145,0.2585668,0.05538829,0.09215248],"study_design_scores_gemma":[0.008454009,0.0006558206,0.02048885,0.0005805241,0.0005458768,0.00003571557,0.0002273431,0.1497,0.03979088,0.0008731616,0.7750619,0.003585996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7476588,0.001650609,0.02654336,0.009988778,0.0005253618,0.007332257,0.0003929731,0.004661379,0.2012465],"genre_scores_gemma":[0.9332349,0.00009416392,0.06181227,0.000518546,0.0001951618,0.0006802154,0.0002777046,0.0001428747,0.003044226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7196736,"threshold_uncertainty_score":0.9997761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03661268471311548,"score_gpt":0.273832657678713,"score_spread":0.2372199729655975,"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."}}