{"id":"W2157776322","doi":"10.1109/jlt.2009.2033390","title":"Raman Fiber Amplifier With Integrated Cooler","year":2009,"lang":"en","type":"article","venue":"Journal of Lightwave Technology","topic":"Optical properties and cooling technologies in crystalline materials","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Ytterbium; Materials science; Raman scattering; Fiber laser; Raman spectroscopy; Optics; Optical fiber; Laser cooling; Optical amplifier; Optoelectronics; Laser; Raman cooling; Raman amplification; Core (optical fiber); Coherent anti-Stokes Raman spectroscopy; Doping; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004118479,0.0009209487,0.0007252773,0.0007882339,0.001119579,0.0009161466,0.002972943,0.001167314,0.01036325],"category_scores_gemma":[0.000403953,0.0006287004,0.0005769842,0.0004645993,0.0006581242,0.001646386,0.001239682,0.001385269,0.00378502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481198,"about_ca_system_score_gemma":0.00101448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001614059,"about_ca_topic_score_gemma":0.003226019,"domain_scores_codex":[0.9989058,0.00005424609,0.00004243523,0.000415355,0.00046604,0.0001161373],"domain_scores_gemma":[0.9996257,0.00005082415,0.00004638837,0.00008463427,0.0001566008,0.00003586027],"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":[0.0002122809,0.000108594,0.0004918834,0.0001245428,0.00004333633,0.0001479858,0.0001035769,0.0009123571,0.9469826,0.007363283,0.002187542,0.04132201],"study_design_scores_gemma":[0.0001112825,0.0006394023,0.001447068,0.00004155398,0.0001377092,0.001250743,0.00004828577,0.0349824,0.8932973,0.001386101,0.06649589,0.0001623592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.293713,0.003308347,0.6472593,0.001165443,0.00152589,0.0008699062,0.0008356002,0.01639342,0.03492913],"genre_scores_gemma":[0.4964319,0.00141169,0.4569775,0.00052685,0.0005854517,0.0004884914,0.000410337,0.0004675188,0.0427002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01036325,"threshold_uncertainty_score":0.03466851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007050254184459834,"score_gpt":0.2288484437156363,"score_spread":0.2217981895311765,"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."}}