{"id":"W2008610220","doi":"10.1016/s0030-4018(02)01697-8","title":"Protection of surviving channels in pump-controlled gain-locked Raman fibre amplifier","year":2002,"lang":"en","type":"article","venue":"Optics Communications","topic":"Optical Network Technologies","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Amplifier; Channel (broadcasting); Upstream (networking); Optics; Power (physics); Materials science; SIGNAL (programming language); Transient (computer programming); Physics; Control theory (sociology); Computer science; Telecommunications; Optoelectronics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004174139,0.0002269856,0.0002751047,0.0001912199,0.0006498205,0.0005722345,0.0006526647,0.0004159184,0.000918226],"category_scores_gemma":[0.0006832412,0.0001485739,0.0001583734,0.00009869287,0.0007006717,0.0007452754,0.0005819921,0.0003205729,0.0001922051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003164194,"about_ca_system_score_gemma":0.0003205564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003031497,"about_ca_topic_score_gemma":0.0004556893,"domain_scores_codex":[0.9996915,0.00006304115,0.00001292598,0.00004912197,0.00009242953,0.00009096921],"domain_scores_gemma":[0.9989251,0.0004040433,0.0002043256,0.0002303665,0.0001594839,0.00007664723],"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":[0.001042537,0.00004528272,0.002999403,0.0001178135,0.00004077464,0.000308742,0.0004399615,0.008049109,0.9497938,0.01339589,0.000357817,0.02340889],"study_design_scores_gemma":[0.00003456213,0.0004562447,0.002213261,0.00001741104,0.00006384745,0.0004760179,0.0001559742,0.101592,0.887781,0.005747175,0.001434201,0.00002825938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626752,0.0002858376,0.03482521,0.0001050775,0.00004675953,0.00001151757,0.00002359708,0.0002137966,0.001813148],"genre_scores_gemma":[0.9981444,0.00004583542,0.001258735,0.000007928988,0.000008284615,0.000002259339,0.000006468908,0.000009731888,0.0005163483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000918226,"threshold_uncertainty_score":0.003071845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04428132961921334,"score_gpt":0.2397754207099851,"score_spread":0.1954940910907718,"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."}}