{"id":"W4412478750","doi":"10.23977/jaip.2025.080305","title":"Research on Information Transmission Method Selection and Security Protection Based on Artificial Intelligence","year":2025,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Computer science; Transmission (telecommunications); Artificial intelligence; Computer security; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005567036,0.0001363976,0.0001492978,0.0006133351,0.0005431549,0.000213613,0.0001954068,0.0001342358,0.0003998865],"category_scores_gemma":[0.002728367,0.0001106789,0.00006113078,0.001914724,0.000124491,0.001950054,0.00003358517,0.001054171,0.0001483737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004449028,"about_ca_system_score_gemma":0.0002002882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003011268,"about_ca_topic_score_gemma":0.00003801933,"domain_scores_codex":[0.9973643,0.0004255853,0.0008651103,0.0002053346,0.0009052362,0.0002344532],"domain_scores_gemma":[0.9976928,0.001069575,0.0004433669,0.0001416218,0.0005535503,0.00009905916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001188778,0.0006434379,0.00003140677,0.00002045959,0.00001450543,0.000001437087,0.0009428822,0.05696385,0.003340082,0.07049955,0.0003458175,0.8660078],"study_design_scores_gemma":[0.00005619819,0.002420384,0.001033459,0.0002800283,0.00005425854,0.0000496496,0.009446156,0.4536442,0.2175607,0.2503984,0.06476989,0.0002866497],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0303006,0.00000961575,0.9376737,0.02046648,0.0004538902,0.0004360558,0.000001901874,0.00001662397,0.01064114],"genre_scores_gemma":[0.9763306,0.00005162167,0.02246208,0.0009432621,0.0001396418,0.00002192795,0.000002236536,0.000007051483,0.00004152957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.94603,"threshold_uncertainty_score":0.4579909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08953430673084549,"score_gpt":0.4346458364647803,"score_spread":0.3451115297339348,"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."}}