{"id":"W2979928178","doi":"10.1038/s41467-019-12688-3","title":"Programmable broadband optical field spectral shaping with megahertz resolution using a simple frequency shifting loop","year":2019,"lang":"en","type":"article","venue":"Nature Communications","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Agence Nationale de la Recherche","keywords":"Broadband; Simple (philosophy); Loop (graph theory); Physics; Computer science; Optics; Field (mathematics); Resolution (logic); Optoelectronics; Telecommunications; Artificial intelligence","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":[0.00009137324,0.0001477626,0.0001641329,0.00006325495,0.0002931685,0.00007203563,0.0006788588,0.0001627335,0.00005024181],"category_scores_gemma":[0.00003289337,0.0001328093,0.0000539701,0.0003669281,0.00009872001,0.0002965097,0.0002597109,0.001199932,0.00001389701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006103917,"about_ca_system_score_gemma":0.00006311089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001386782,"about_ca_topic_score_gemma":0.0001209915,"domain_scores_codex":[0.9991137,0.00003304863,0.0001849408,0.0002296366,0.0001273071,0.0003113602],"domain_scores_gemma":[0.9982648,0.0001753529,0.0001119062,0.001314326,0.00009310999,0.00004051904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004292502,0.0002986944,0.2969646,0.00002882434,0.0001780441,0.000001921585,0.0003002284,0.0008458747,0.0209865,0.6653396,0.0001798094,0.0148329],"study_design_scores_gemma":[0.01115333,0.002307131,0.03415377,0.002280276,0.001072791,0.00009322346,0.01484882,0.2818832,0.1622951,0.3854893,0.09728535,0.007137585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335542,0.001585495,0.03441562,0.001750428,0.00007447667,0.0008111141,0.00001964199,0.0004030822,0.02738589],"genre_scores_gemma":[0.8394396,0.000004142616,0.1603002,0.00006723665,0.0000384055,0.00002784728,0.00004492115,0.00001969186,0.00005794916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810374,"threshold_uncertainty_score":0.5415805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02479818579382868,"score_gpt":0.3037825962909194,"score_spread":0.2789844104970907,"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."}}