{"id":"W1978445929","doi":"10.1109/cleoe-iqec.2013.6801308","title":"Depressed-clad large mode area amplifier fiber with selective doping yielding near diffraction-limited beam quality","year":2013,"lang":"en","type":"article","venue":"","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Materials science; Core (optical fiber); Numerical aperture; Doping; Optics; Fiber; Laser beam quality; Dopant; Amplifier; Beam (structure); Bending; Optical fiber; Multi-mode optical fiber; Fiber laser; Beam propagation method; Optoelectronics; Laser; Refractive index; Physics; Composite material; Laser beams; CMOS","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":[0.00006900545,0.000234918,0.0002443484,0.00005160716,0.0001660338,0.0001546428,0.0001194049,0.0001294684,0.0008305262],"category_scores_gemma":[0.00002528588,0.0001925754,0.00006340299,0.000237815,0.00002997806,0.0004710624,0.00004563337,0.0003503454,0.0001375851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095158,"about_ca_system_score_gemma":0.00002214816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003854751,"about_ca_topic_score_gemma":0.0001441863,"domain_scores_codex":[0.9987915,0.00001500885,0.0002572499,0.000267982,0.0001970107,0.0004712343],"domain_scores_gemma":[0.9992703,0.000146163,0.00004430237,0.0002979595,0.0001095259,0.0001317286],"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":[0.0002675042,0.0009502757,0.02988723,0.0009060907,0.002167758,0.00003837426,0.01092415,0.7229511,0.1955157,0.002651534,0.02452944,0.009210814],"study_design_scores_gemma":[0.001722617,0.0001125059,0.04740775,0.0001605906,0.00009152842,0.00004511319,0.001321465,0.9090102,0.02548954,0.001014824,0.01208577,0.001538136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337712,0.00006205885,0.03824475,0.00004968458,0.000110216,0.0003615542,0.00002032158,0.0006149843,0.02676522],"genre_scores_gemma":[0.9960747,0.00001810862,0.002595544,0.0001101376,0.00004855337,0.00008083822,0.00002374931,0.00004784358,0.001000477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.186059,"threshold_uncertainty_score":0.9093679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466128462314021,"score_gpt":0.2346823979477672,"score_spread":0.220021113324627,"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."}}