{"id":"W4411948828","doi":"10.1109/iwcmc65282.2025.11059692","title":"Securing O-RAN Equipment Using Blockchain-Based Supply Chain Verification","year":2025,"lang":"en","type":"article","venue":"","topic":"Internet of Things and AI","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec en Outaouais","funders":"","keywords":"Blockchain; Supply chain; Ran; Computer science; Computer security; Business; 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":[0.0002366989,0.0000912971,0.00008604183,0.000128107,0.0001054783,0.0001503859,0.0005320801,0.00003524408,0.00003162482],"category_scores_gemma":[0.00001461476,0.00008467604,0.00005042718,0.0002049242,0.00001469441,0.00005086956,0.0001399087,0.00007076818,0.00001409125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009050066,"about_ca_system_score_gemma":0.00006941099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146322,"about_ca_topic_score_gemma":0.000007344497,"domain_scores_codex":[0.9991979,0.00002345395,0.0001644971,0.0002635671,0.0001498208,0.0002007394],"domain_scores_gemma":[0.9995114,0.00003077651,0.00004543926,0.000331896,0.00004507973,0.00003545886],"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":[0.00002004151,0.0002208002,0.0009423926,0.0001080645,0.0000516365,0.00001872104,0.001798409,0.02798439,0.07002464,0.8634276,0.001900805,0.03350246],"study_design_scores_gemma":[0.000212053,0.00001925255,0.0002037527,0.00006927626,0.000003154019,9.233542e-7,0.00002692692,0.9189892,0.07667124,0.001096811,0.002604222,0.0001031233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2459892,0.00003649694,0.7431482,0.003207703,0.0004634668,0.0001162576,4.271813e-7,0.0001563083,0.006881953],"genre_scores_gemma":[0.9557185,3.931056e-7,0.04120578,0.001600047,0.00002979663,0.000005442381,7.171339e-7,0.000003718609,0.001435592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8910049,"threshold_uncertainty_score":0.3452989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364035140301646,"score_gpt":0.2562880271410789,"score_spread":0.2426476757380625,"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."}}