{"id":"W4407349499","doi":"10.3390/info16020133","title":"blockHealthSecure: Integrating Blockchain and Cybersecurity in Post-Pandemic Healthcare Systems","year":2025,"lang":"en","type":"article","venue":"Information","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sault College","funders":"","keywords":"Blockchain; Pandemic; Computer security; Healthcare system; Health care; Coronavirus disease 2019 (COVID-19); Internet of Things; Computer science; Business; Internet privacy; Political science; Medicine; Law","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":[0.0006412859,0.0001127084,0.0001607451,0.0004367256,0.0001718482,0.000109585,0.0003716737,0.0002035997,6.441662e-7],"category_scores_gemma":[0.00009917757,0.000110399,0.00001912782,0.0007581628,0.00004639721,0.0004168193,0.0001725887,0.0003700221,0.000007687293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001204116,"about_ca_system_score_gemma":0.0001642307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001297672,"about_ca_topic_score_gemma":0.0005978735,"domain_scores_codex":[0.9989458,0.00005973764,0.0004775124,0.0001724368,0.0001163523,0.0002281223],"domain_scores_gemma":[0.9992117,0.0000803377,0.000144343,0.0003613648,0.0001553452,0.00004686516],"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":[0.000003828717,0.0000175358,0.003503555,0.0001207736,0.000005019805,5.406727e-7,0.00345581,0.00005500245,0.00001444858,0.9125968,0.0001663766,0.08006033],"study_design_scores_gemma":[0.001163791,0.0001131019,0.01942163,0.0003117337,0.000006684528,0.00006713404,0.004332969,0.9179443,0.0001472827,0.04393969,0.01215595,0.0003957786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8403835,0.001539713,0.1377858,0.01619517,0.0004328275,0.001081069,0.00001645042,0.000654978,0.001910568],"genre_scores_gemma":[0.9965969,0.00005808683,0.00199965,0.001205541,0.000009173581,0.0001085649,0.00001039773,0.000001832792,0.000009896846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9178892,"threshold_uncertainty_score":0.4501939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00592396751186301,"score_gpt":0.2459989109767466,"score_spread":0.2400749434648836,"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."}}