{"id":"W4390059235","doi":"10.1038/s41598-023-49898-1","title":"Tailoring ultrabroadband near‐infrared luminescence in Bi-doped germanosilicate glasses","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Glass properties and applications","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Natural Sciences and Engineering Research Council of Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Luminescence; Materials science; Doping; Broadband; Wavelength; Optoelectronics; Infrared; Optical fiber; Ion; Near-infrared spectroscopy; Optics; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001254978,0.0001491041,0.0001919101,0.0001716874,0.0005138275,0.0007537808,0.0003072999,0.0000544762,0.0002873048],"category_scores_gemma":[0.0001908907,0.0001272767,0.00005523401,0.001534286,0.0003567515,0.0003855014,0.0001597349,0.00009462745,0.0009567484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004663916,"about_ca_system_score_gemma":0.0001520294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001439838,"about_ca_topic_score_gemma":0.00005119035,"domain_scores_codex":[0.9975321,0.00003633758,0.0005594869,0.0008808243,0.000461872,0.000529328],"domain_scores_gemma":[0.998565,0.00003995244,0.0001897448,0.0009654387,0.0001183755,0.0001214507],"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":[0.00000386829,0.0000367851,0.008312658,0.00002410297,0.000001242862,0.0001341684,0.0003745444,0.0002480649,0.9767267,0.00005229147,0.01363552,0.0004501091],"study_design_scores_gemma":[0.0001408836,0.00001444619,0.02332821,0.00007114604,0.000006904807,0.00007727095,0.00019271,0.001219059,0.8664866,0.002297584,0.1058744,0.0002907305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932878,0.00006059972,0.00002163566,0.0003641102,0.003047072,0.0003542164,0.000004223394,0.0002980458,0.002562321],"genre_scores_gemma":[0.9869165,0.00001101668,0.0003144778,0.00002691007,0.0000502785,0.0001617578,0.00003241326,0.00001778377,0.01246881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.11024,"threshold_uncertainty_score":0.9998211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02692610028950797,"score_gpt":0.2631964506817822,"score_spread":0.2362703503922742,"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."}}