{"id":"W4410727826","doi":"10.14419/sxnnhw10","title":"Comprehensive analysis of manet routing protocols and quality of service metrics","year":2025,"lang":"en","type":"article","venue":"International Journal of Basic and Applied Sciences","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Mobile ad hoc network; Quality of service; Routing (electronic design automation); Routing protocol; Computer network","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":[0.001080524,0.00006624451,0.0003017845,0.0005272894,0.00005011375,0.00008772228,0.0008201281,0.0000270168,0.00000431567],"category_scores_gemma":[0.00004220649,0.00005182558,0.00005369787,0.001643006,0.0001790803,0.0002032953,0.0002511917,0.00008389909,8.888826e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001440427,"about_ca_system_score_gemma":0.00008961568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000431322,"about_ca_topic_score_gemma":0.00001664246,"domain_scores_codex":[0.998574,0.0000481509,0.0005593743,0.0001583642,0.0005760984,0.00008398693],"domain_scores_gemma":[0.9981652,0.0005081276,0.0007014195,0.0000956048,0.0004939981,0.00003557148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000113475,0.0001933138,0.08548095,0.0001181081,0.00135051,0.000004634512,0.00144697,0.02112706,0.01164712,0.7795445,0.0001033587,0.09886996],"study_design_scores_gemma":[0.002371397,0.0003201888,0.6061534,0.0004834299,0.0003190862,0.00002658879,0.002079453,0.3454829,0.01805679,0.0231268,0.00120758,0.0003723796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7837057,0.0002087167,0.2119937,0.0009257636,0.0001553542,0.0006053091,0.000005750395,0.000005930836,0.002393727],"genre_scores_gemma":[0.9879327,0.00001777444,0.01168626,0.0003204062,0.00001986441,0.00001407716,3.164703e-7,8.301303e-7,0.000007806078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7564178,"threshold_uncertainty_score":0.2113386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05261432576009362,"score_gpt":0.355744820877298,"score_spread":0.3031304951172044,"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."}}