{"id":"W2100995431","doi":"","title":"Characterization of thulium doped fiber for mid infrared laser applications","year":2011,"lang":"en","type":"dissertation","venue":"SUNScholar (Stellenbosch University)","topic":"Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thulium; Doping; Fiber laser; Characterization (materials science); Infrared; Materials science; Laser; Optoelectronics; Optics; Nanotechnology; Physics; Wavelength","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000174145,0.0002087686,0.0001148228,0.0004656108,0.0003473258,0.0002301472,0.0001728858,0.0002954668,0.0009298982],"category_scores_gemma":[0.0003373367,0.00009007977,0.00007897241,0.0002415124,0.0001543354,0.0002202211,0.00007671782,0.0001294178,0.000276194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004050097,"about_ca_system_score_gemma":0.0002749109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002841849,"about_ca_topic_score_gemma":0.005571198,"domain_scores_codex":[0.9999081,0.000005390794,0.000004337279,0.00001920858,0.00004434818,0.00001868059],"domain_scores_gemma":[0.9997888,0.00004465668,0.00004085674,0.00001179345,0.00009328053,0.00002048748],"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":[0.00003435238,0.000005944562,0.0007165941,0.00001578871,0.000001253061,0.00002351017,0.00003668612,0.0001121202,0.9978659,0.00003234132,0.00002114081,0.001134329],"study_design_scores_gemma":[0.000004582392,0.0001278543,0.01241723,0.000008819239,0.000007506165,0.0000936443,0.00004401494,0.0019296,0.9835446,0.00002396911,0.001792072,0.000006098396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955693,0.0005182932,0.002254737,0.00002781378,0.000009473147,0.00001778296,0.0001819379,0.00003299983,0.001387795],"genre_scores_gemma":[0.9930117,0.0004681196,0.003193933,0.00001715926,0.000005207272,0.0000225127,0.0002650516,0.0000188798,0.002997503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002841849,"threshold_uncertainty_score":0.00565058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009589549043569304,"score_gpt":0.1877880387480311,"score_spread":0.1781984897044618,"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."}}