{"id":"W4411232033","doi":"10.1109/miot.2025.3578949","title":"Revolutionizing Patient Care with Medical IoT and Generative AI","year":2025,"lang":"en","type":"article","venue":"IEEE Internet of Things Magazine","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Internet of Things; Generative grammar; Computer science; Data science; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00337828,0.0006682363,0.000443449,0.001253905,0.0008211718,0.004836595,0.001482572,0.001635408,0.00340352],"category_scores_gemma":[0.006668909,0.0004541503,0.001256595,0.001204134,0.005054981,0.004449186,0.004826507,0.002682721,0.0007830566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723487,"about_ca_system_score_gemma":0.001927628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001887811,"about_ca_topic_score_gemma":0.002748384,"domain_scores_codex":[0.9978915,0.001245988,0.0001018091,0.0002071786,0.0004398335,0.0001136917],"domain_scores_gemma":[0.9957607,0.002968108,0.000168552,0.000754835,0.0001940712,0.0001537025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003387423,0.00005186775,0.002249394,0.0004571576,0.00009463271,0.0002754919,0.001684211,0.04638999,0.001390531,0.8492739,0.007203625,0.09089543],"study_design_scores_gemma":[0.00001617274,0.00003783728,0.0005153603,0.0004354347,0.00004160585,0.0003459076,0.0007222735,0.1132458,0.001191824,0.7916486,0.09175906,0.00004025553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01385696,0.007486468,0.8950053,0.02505487,0.0006051633,0.0001638465,0.0003111658,0.001056015,0.05646034],"genre_scores_gemma":[0.5638725,0.01088005,0.4105174,0.004579296,0.0006229377,0.0003102425,0.0006820986,0.0004099027,0.008125456],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004836595,"threshold_uncertainty_score":0.01786631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689051900539492,"score_gpt":0.2595047957201738,"score_spread":0.2426142767147788,"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."}}