{"id":"W4413137889","doi":"10.1038/s41598-025-15162-x","title":"The self supervised multimodal semantic transmission mechanism for complex network environments","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Wireless Signal Modulation Classification","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Reinforcement learning; Artificial intelligence; Machine learning; Robustness (evolution); Intelligent transportation system; Recurrent neural network; Real-time computing; Artificial neural 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007200509,0.0004130587,0.0003439753,0.0003137911,0.0002941963,0.0003786783,0.001014285,0.0004554186,0.0008810901],"category_scores_gemma":[0.00131432,0.0001661116,0.0003482029,0.0002566462,0.0006918682,0.001344862,0.001079145,0.0005946837,0.000183841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387517,"about_ca_system_score_gemma":0.000533773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001448181,"about_ca_topic_score_gemma":0.001471358,"domain_scores_codex":[0.9997103,0.00006575169,0.00001419507,0.00008300156,0.00009252589,0.00003430066],"domain_scores_gemma":[0.9995381,0.0001235287,0.00008366606,0.00008988479,0.0001321763,0.00003276885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001913137,0.000184012,0.001912109,0.00009541663,0.00007634983,0.00017619,0.0002876066,0.7066219,0.06232118,0.03369402,0.002056892,0.192383],"study_design_scores_gemma":[0.000003785152,0.00002962437,0.0001522508,0.000001685712,0.000005735673,0.00002530492,0.000009387973,0.9922504,0.004069912,0.00312012,0.0003258798,0.000005849089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02958089,0.00005859787,0.9690242,0.00006641212,0.00001594615,0.00001691398,0.00001901542,0.0002856498,0.0009323689],"genre_scores_gemma":[0.9078798,0.00007007058,0.0899386,0.00007907137,0.00002432764,0.00004946697,0.00007138476,0.0000565304,0.00183073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001448181,"threshold_uncertainty_score":0.003808081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02085040012433604,"score_gpt":0.2514375569926033,"score_spread":0.2305871568682673,"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."}}