{"id":"W4406330594","doi":"10.1007/s43926-025-00095-8","title":"Generative AI, IoT, and blockchain in healthcare: application, issues, and solutions","year":2025,"lang":"en","type":"article","venue":"Discover Internet of Things","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Blockchain; Interoperability; Scalability; Computer science; Health care; Analytics; Generative grammar; SAFER; Data science; Artificial intelligence; Computer security; Database; World Wide Web","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":[0.0002590537,0.00009440124,0.0001610886,0.0001687706,0.00006165048,0.0000430076,0.000386002,0.00009836644,9.420372e-7],"category_scores_gemma":[0.00002433656,0.00009215069,0.00001874251,0.0003254121,0.0001703717,0.00009681757,0.0004623977,0.0001942682,0.000001007449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003018279,"about_ca_system_score_gemma":0.00004124766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003069582,"about_ca_topic_score_gemma":0.0002992464,"domain_scores_codex":[0.9991683,0.00003569875,0.0002323911,0.0003421791,0.00007289727,0.0001485124],"domain_scores_gemma":[0.9994655,0.00004167934,0.00007041912,0.000340846,0.00005306157,0.00002846105],"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":[0.000002831068,0.00004942513,0.004625299,0.00002527878,0.00001163246,4.400822e-7,0.001336164,0.000005867547,0.0003502953,0.9824293,0.001033186,0.01013024],"study_design_scores_gemma":[0.0005844419,0.00008032023,0.01159452,0.000113493,0.0000110344,0.00001158995,0.0001361863,0.3295832,0.009185149,0.637534,0.01091081,0.0002552631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1846859,0.003652613,0.7083089,0.1025324,0.00006342129,0.0003752461,0.000005907217,0.00008745179,0.0002882152],"genre_scores_gemma":[0.9876116,0.00007251387,0.009710362,0.002197032,0.000005830002,0.0000704694,0.000002155807,0.000003095114,0.0003269392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8029257,"threshold_uncertainty_score":0.4640311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007937329615041332,"score_gpt":0.2672541213947752,"score_spread":0.2593167917797338,"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."}}