{"id":"W3133741698","doi":"10.1103/physrevlett.127.013903","title":"Radiation-Balanced Silica Fiber Amplifier","year":2021,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Optical properties and cooling technologies in crystalline materials","field":"Physics and Astronomy","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Air Force Office of Scientific Research","keywords":"Materials science; Fiber Bragg grating; Optics; Amplifier; Core (optical fiber); Fiber; Optical fiber; Optoelectronics; Silica fiber; Metrology; Fiber laser; Physics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006557872,0.0001441297,0.0003324801,0.000007960511,0.00005949131,0.00004406131,0.0001873773,0.000008179425,0.001718473],"category_scores_gemma":[0.00005319506,0.0001136071,0.0001750457,0.0001458898,0.00006142264,0.00006157534,0.000122668,0.0001318387,0.0004552652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001586486,"about_ca_system_score_gemma":0.00002075228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007520437,"about_ca_topic_score_gemma":3.17624e-8,"domain_scores_codex":[0.9990987,0.00004820298,0.0002147429,0.0002619617,0.0001385865,0.0002378171],"domain_scores_gemma":[0.9993477,0.00008527901,0.00006565919,0.0004028904,0.00004607307,0.00005241517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003053575,0.0009854606,0.001583658,0.002028569,0.0004878995,0.00003240115,0.00009379886,0.0008529941,0.3101237,0.08267498,0.2089732,0.3921327],"study_design_scores_gemma":[0.0005823995,0.00005071538,0.0004558254,0.001235723,0.0002169243,0.000002398329,0.00002814691,0.001151989,0.0392089,0.01736354,0.9388312,0.000872294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8943742,0.01055937,0.004775743,0.06830701,0.0005662634,0.0008240422,0.00009407373,0.0004593144,0.02004001],"genre_scores_gemma":[0.9882794,0.0005505341,0.0007890299,0.009451017,0.0005699819,0.00007929938,0.00005172468,0.00002049732,0.0002084991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7298579,"threshold_uncertainty_score":0.9991941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465687169657719,"score_gpt":0.2805429048804986,"score_spread":0.2658860331839214,"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."}}