{"id":"W4403030553","doi":"10.1364/sppcom.2024.spm3g.1","title":"Scenarios for DSP Evolution in Long Haul Optical Communication Systems","year":2024,"lang":"en","type":"article","venue":"","topic":"Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Infineon Technologies (Canada)","funders":"","keywords":"Computer science; Digital signal processing; Optical communication; Telecommunications; Communications system; Electronic engineering; Engineering; Computer hardware","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":[0.001181627,0.000432203,0.0002099105,0.0004174861,0.001706688,0.002781008,0.0008534432,0.003661942,0.01176778],"category_scores_gemma":[0.00190153,0.0002974541,0.0002585479,0.0003972256,0.001237149,0.004671608,0.001522882,0.001579085,0.001452475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009581324,"about_ca_system_score_gemma":0.0005819014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007793869,"about_ca_topic_score_gemma":0.001094581,"domain_scores_codex":[0.9995666,0.0001219031,0.0000127343,0.00005558292,0.0001400132,0.0001031217],"domain_scores_gemma":[0.9990616,0.0004343839,0.0000821337,0.00005892158,0.0001738565,0.0001890022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002392343,0.0001659474,0.001862884,0.0001799299,0.00001570581,0.004544394,0.0005440823,0.02856038,0.01267203,0.8932656,0.009802699,0.04814722],"study_design_scores_gemma":[0.0001058503,0.000518862,0.001793914,0.0002230278,0.00002496525,0.003586675,0.001955213,0.1674218,0.01607638,0.6731735,0.1350102,0.0001095928],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.220636,0.006515432,0.226992,0.03497031,0.0007581813,0.0003438244,0.0003602908,0.0007039894,0.50872],"genre_scores_gemma":[0.9178503,0.002977052,0.04524931,0.001325823,0.0002017697,0.0001820655,0.0001777133,0.00005413075,0.03198189],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01176778,"threshold_uncertainty_score":0.03936714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009967595716488838,"score_gpt":0.2330829703121422,"score_spread":0.2231153745956534,"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."}}