{"id":"W2982559964","doi":"10.1109/lcomm.2019.2950193","title":"Generalized $M_{m,r}$ -Network: A Case for Fixed Message Dimensions","year":2019,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Computer science; Computer network; Combinatorics; Mathematics","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":[0.0006585359,0.0002111323,0.0002719534,0.0001237591,0.0009566423,0.000210477,0.003326228,0.00006707744,0.00003641412],"category_scores_gemma":[0.00004610798,0.0002146682,0.0001673306,0.0006542726,0.0001139588,0.0004267654,0.001055223,0.0002977595,0.0001366613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008779478,"about_ca_system_score_gemma":0.00006005359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001734417,"about_ca_topic_score_gemma":0.000129073,"domain_scores_codex":[0.9981427,0.0004895139,0.0004181518,0.0003788903,0.0001511281,0.0004196103],"domain_scores_gemma":[0.992954,0.0009177859,0.0001750309,0.005648655,0.0001886015,0.0001159144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003683653,0.0004364207,0.001135566,0.00004668936,0.0003432714,0.00005810628,0.003496663,0.01422116,0.09534414,0.5771568,0.2713796,0.03634469],"study_design_scores_gemma":[0.002283703,0.00007900217,0.000256293,0.0001123187,0.00004937556,0.0003440601,0.00006835013,0.556998,0.001075905,0.001049838,0.4368269,0.0008563467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1607301,0.003264194,0.7540643,0.07434941,0.001394528,0.002318885,0.0000222933,0.0007545917,0.003101663],"genre_scores_gemma":[0.7826086,0.0008037672,0.206787,0.008825103,0.00007201103,0.0003389432,0.00003751414,0.0000264664,0.0005005657],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6218785,"threshold_uncertainty_score":0.8753914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06178577956205216,"score_gpt":0.3082794003259665,"score_spread":0.2464936207639143,"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."}}