{"id":"W2953832339","doi":"10.1109/access.2019.2925357","title":"Open Cavity Hybrid Raman-Erbium Random Fiber Laser With Common Pump","year":2019,"lang":"en","type":"article","venue":"IEEE Access","topic":"Random lasers and scattering media","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Population and Public Health; King Saud University","keywords":"Raman amplification; Materials science; Erbium; Fiber laser; Optics; Laser; Raman spectroscopy; Optoelectronics; Raman laser; Optical amplifier; Raman scattering; Power (physics); Wavelength; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000210259,0.0002024896,0.00041553,0.00003471816,0.000104412,0.0005565844,0.0009855882,0.00002566964,0.002645241],"category_scores_gemma":[0.000001368126,0.0001486667,0.00008288328,0.000100883,0.00004377052,0.0006985349,0.0002139189,0.000191694,0.0006049306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000148947,"about_ca_system_score_gemma":0.00004899923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001773314,"about_ca_topic_score_gemma":0.00004153989,"domain_scores_codex":[0.9988977,0.00006425585,0.0001986447,0.0003389997,0.0001867753,0.0003135657],"domain_scores_gemma":[0.9990811,0.0001064097,0.0001187528,0.0005249699,0.0000469691,0.0001217628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007117631,0.0008198071,0.8603739,0.0001548823,0.0007461036,0.00008883251,0.0004705647,0.003976242,0.002019755,0.0002436098,0.08230826,0.04168037],"study_design_scores_gemma":[0.1128523,0.0007905521,0.08366408,0.0006112726,0.000503387,0.00002705497,0.0003518768,0.002441873,0.5682654,0.005139077,0.2217534,0.003599755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575594,0.000005717495,0.0003895916,0.0002442878,0.0004878287,0.0007236397,0.00005246619,0.00002664962,0.04051042],"genre_scores_gemma":[0.9929364,9.759212e-7,0.00005221671,0.000298972,0.0003078182,0.00008581166,0.00006263545,0.00003171929,0.006223502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7767099,"threshold_uncertainty_score":0.9982665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378483299818079,"score_gpt":0.2776582846717063,"score_spread":0.2638734516735255,"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."}}