{"id":"W4407736619","doi":"10.1109/mitp.2025.3529858","title":"The Blockchain for Personalized Medicine","year":2025,"lang":"en","type":"article","venue":"IT Professional","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Blockchain; Computer science; Personalized medicine; Computer security; Bioinformatics","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":[0.003902355,0.0004306879,0.0004777598,0.0007426957,0.001826352,0.0051997,0.0008639881,0.003242141,0.01232983],"category_scores_gemma":[0.007625463,0.0003011517,0.0004896361,0.00101815,0.004400497,0.007968913,0.003764451,0.002962626,0.002603587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002753546,"about_ca_system_score_gemma":0.004148187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236489,"about_ca_topic_score_gemma":0.001473077,"domain_scores_codex":[0.9973329,0.00131929,0.0001219457,0.000335114,0.0006756891,0.0002150497],"domain_scores_gemma":[0.9958498,0.002068432,0.0003063483,0.0009187334,0.00048118,0.0003754255],"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":[0.00003267523,0.00001712219,0.0002271756,0.00006978404,0.00001132424,0.00009061153,0.0001924307,0.005210181,0.000398392,0.969955,0.005170108,0.01862529],"study_design_scores_gemma":[0.00002324079,0.00003403035,0.00009714556,0.0001412142,0.000008263603,0.00009320772,0.00008724764,0.01219494,0.0005086017,0.8960077,0.0907848,0.00001944921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02654075,0.01093738,0.6190992,0.08152757,0.001685579,0.0003232028,0.0005030334,0.0009235451,0.2584598],"genre_scores_gemma":[0.8075082,0.01297805,0.1095048,0.006096728,0.001157204,0.0005474876,0.0004509152,0.0002078314,0.06154885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01232983,"threshold_uncertainty_score":0.04124737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02013274633578353,"score_gpt":0.3424580903631943,"score_spread":0.3223253440274108,"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."}}