{"id":"W4412424317","doi":"10.1002/spy2.70066","title":"Towards Sustainable IoT: A Digital Signature‐Enhanced Federated Learning Approach","year":2025,"lang":"en","type":"article","venue":"Security and Privacy","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Internet of Things; Computer science; Signature (topology); Digital signature; World Wide Web; Computer security","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":["metaresearch","scholarly_communication","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0003846981,0.0002251687,0.0002544475,0.000201508,0.0004920709,0.001260902,0.009318107,0.0002496601,0.000006408993],"category_scores_gemma":[0.01249221,0.0002167408,0.00005139383,0.001040052,0.0001359761,0.001049484,0.05821184,0.000781989,0.000006819186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007780459,"about_ca_system_score_gemma":0.0001800237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004479693,"about_ca_topic_score_gemma":0.000001166148,"domain_scores_codex":[0.9982044,0.00007942149,0.0002261756,0.0007077454,0.0002278363,0.0005544917],"domain_scores_gemma":[0.9974878,0.0001181984,0.0000807998,0.002103291,0.000136386,0.00007355777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001481278,0.0007648003,0.001092803,0.001475967,0.0003443498,0.0001864971,0.006268733,0.0001014728,0.002034579,0.4160437,0.1588177,0.4127212],"study_design_scores_gemma":[0.0006893369,0.00009913446,0.0003428335,0.00007009741,0.000009531631,0.00001278357,0.0006340207,0.1096506,0.007132344,0.8385271,0.04240172,0.0004304757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1307319,0.002080912,0.7822491,0.01808594,0.0002019685,0.0005824032,0.00001156193,0.002313313,0.06374293],"genre_scores_gemma":[0.9688652,0.00008234936,0.03013394,0.00020656,0.00002142517,0.00002365065,0.00002146469,0.000008884195,0.0006364929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8381334,"threshold_uncertainty_score":0.9997759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108620076594824,"score_gpt":0.2515385913748794,"score_spread":0.2404523906089312,"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."}}