{"id":"W3109183666","doi":"10.48550/arxiv.2012.01589","title":"Simple Closed-Form Approximations for Achievable Information Rates of Coded Modulation Systems","year":2020,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Wireless Communication Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Simple (philosophy); Computer science; Information transmission; Modulation (music); Transmission (telecommunications); Range (aeronautics); Approximations of π; Mathematical optimization; Mathematics; Algorithm; Applied mathematics; Telecommunications; Physics","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":[0.00514673,0.0030114,0.001483446,0.002348624,0.000786103,0.003826259,0.002102496,0.002142377,0.008375462],"category_scores_gemma":[0.0358961,0.0007658084,0.001139715,0.002494862,0.00263142,0.004379812,0.002307422,0.004002743,0.004818676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002159772,"about_ca_system_score_gemma":0.001079188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523302,"about_ca_topic_score_gemma":0.001189872,"domain_scores_codex":[0.9965591,0.001421465,0.0001639451,0.0002947682,0.001231631,0.0003291093],"domain_scores_gemma":[0.9878418,0.009591644,0.0005071783,0.0008628034,0.001114604,0.00008202525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009394652,0.00006978051,0.0002488377,0.0005322636,0.00003245798,0.0001773482,0.0003895286,0.491771,0.002615128,0.4628415,0.00600717,0.03522108],"study_design_scores_gemma":[0.00001207436,0.00003855381,0.0001270984,0.0001915776,0.0000109045,0.0001721871,0.00007886548,0.7927625,0.001687052,0.1999164,0.00497253,0.000030185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003272159,0.001334035,0.9740636,0.0002929569,0.00009746804,0.00008845281,0.0002117696,0.0002610092,0.02037847],"genre_scores_gemma":[0.4417373,0.01065387,0.5251926,0.001063234,0.0005666864,0.001687079,0.001248798,0.0007845323,0.01706598],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008375462,"threshold_uncertainty_score":0.02801871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07422278504793176,"score_gpt":0.2149286714133919,"score_spread":0.1407058863654602,"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."}}