{"id":"W3092382931","doi":"10.1364/sof.2020.soth1h.4","title":"Visible-light, All-fiber Spectrometer Based on Radiative Emission From a Chirped Filament Grating Array","year":2020,"lang":"en","type":"article","venue":"OSA Advanced Photonics Congress (AP) 2020 (IPR, NP, NOMA, Networks, PVLED, PSC, SPPCom, SOF)","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Spectrometer; Optics; Femtosecond; Materials science; Fiber Bragg grating; Optical fiber; Fiber laser; Optoelectronics; Protein filament; Grating; Laser; 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":["metaepi_narrow"],"category_scores_codex":[0.0002599822,0.001767958,0.001877745,0.0002291263,0.0006017056,0.0003463978,0.001610946,0.0005129936,0.002545506],"category_scores_gemma":[0.0001556536,0.001604246,0.0007456281,0.001249477,0.0003106463,0.0008536559,0.0005785936,0.002070177,0.000189258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00048774,"about_ca_system_score_gemma":0.0002184163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005788603,"about_ca_topic_score_gemma":0.00002405853,"domain_scores_codex":[0.992474,0.0003240783,0.001536171,0.002715135,0.0009590716,0.001991522],"domain_scores_gemma":[0.9943661,0.001180766,0.00137156,0.001989885,0.0002371576,0.0008544982],"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":[0.00765455,0.002905852,0.01209178,0.0002851429,0.003668084,0.0006759429,0.00266347,0.6551245,0.1980075,0.003692351,0.03863288,0.07459789],"study_design_scores_gemma":[0.01697071,0.001855073,0.0004064463,0.001302624,0.0006457393,0.000007086223,0.001164034,0.4434504,0.3825644,0.008374892,0.1380207,0.005237855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6049653,0.004131681,0.3276893,0.01474559,0.006014564,0.01076256,0.004933943,0.005108083,0.02164896],"genre_scores_gemma":[0.9195228,0.0002317803,0.07361241,0.002181817,0.0008592338,0.0008983648,0.001324945,0.0004578119,0.0009108087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145575,"threshold_uncertainty_score":0.9995066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088489474019132,"score_gpt":0.2434992955329842,"score_spread":0.2326144007927929,"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."}}