{"id":"W7127382613","doi":"10.1109/ccece64018.2025.11364355","title":"Secure and Scalable Digital Health Framework with Blockchain and Software Design Principles","year":2025,"lang":"","type":"article","venue":"","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Cloud computing; Scalability; Blockchain; Software; Leverage (statistics); Software design; Legacy system; Software security assurance","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":[0.003087233,0.0004139194,0.0003620434,0.0007812697,0.0009142704,0.002368835,0.001354536,0.001023235,0.00267778],"category_scores_gemma":[0.004156238,0.0003858649,0.000549743,0.0006308985,0.001466576,0.002957903,0.002812617,0.00118651,0.0008031688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001152109,"about_ca_system_score_gemma":0.00373796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003468384,"about_ca_topic_score_gemma":0.00360683,"domain_scores_codex":[0.9979438,0.0006147341,0.0001784335,0.000208052,0.0008207096,0.0002342366],"domain_scores_gemma":[0.9975621,0.0006239476,0.0002421824,0.0008743958,0.0004787251,0.0002186227],"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":[0.0005336793,0.0004114966,0.005243978,0.0004608574,0.00009752392,0.001043938,0.00109399,0.2418169,0.02745186,0.4702261,0.008103462,0.2435164],"study_design_scores_gemma":[0.0001565892,0.0002344148,0.0005345531,0.0001111011,0.00004920302,0.0004099315,0.0001294208,0.8092026,0.01641525,0.1252193,0.04747734,0.00006027387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02532364,0.0002734164,0.9607977,0.0008584337,0.00006236986,0.000357327,0.00009454561,0.00266377,0.009568856],"genre_scores_gemma":[0.576155,0.0004755361,0.4131024,0.0002863352,0.0000568993,0.0005469883,0.0004179989,0.0002773097,0.008681546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003468384,"threshold_uncertainty_score":0.01632708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832824308108899,"score_gpt":0.2451676072878102,"score_spread":0.2268393642067212,"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."}}