{"id":"W4384203478","doi":"10.3390/cryptography7030036","title":"The Role of Blockchain in Medical Data Sharing","year":2023,"lang":"en","type":"article","venue":"Cryptography","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Blockchain; Data sharing; Workflow; Health care; Computer science; Encryption; Data exchange; Computer security; Data management; The Internet; Data science; World Wide Web; Medicine; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001131746,0.00005863326,0.00008892662,0.0002448639,0.0001196013,0.00002562063,0.004469387,0.00009411675,0.000004307334],"category_scores_gemma":[0.00009046155,0.00004446969,0.00003225695,0.002446916,0.0001809465,0.00003862181,0.00179737,0.0001952012,0.00001241966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002830282,"about_ca_system_score_gemma":0.00002784939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000394326,"about_ca_topic_score_gemma":0.0001064834,"domain_scores_codex":[0.9990051,0.000022816,0.0002025244,0.0003318368,0.0002266327,0.000211031],"domain_scores_gemma":[0.9979293,0.000160984,0.000047306,0.001799013,0.00002216865,0.00004126729],"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":[0.0000011062,0.00002988764,0.01416452,0.000002791719,0.000008632534,0.000003230444,0.0001495741,0.000004206145,0.00009672538,0.8786693,0.0003802184,0.1064898],"study_design_scores_gemma":[0.0001585524,0.0000169722,0.009901479,0.00001760883,0.000001857819,0.000003931328,0.0001802545,0.3595817,0.0007175659,0.6026355,0.02669114,0.0000933806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8793376,0.004178199,0.09075833,0.0183015,0.0003198527,0.000565077,0.00002090671,0.001409662,0.005108853],"genre_scores_gemma":[0.9968833,0.0001828116,0.002820043,0.00005287923,0.00001529144,0.00003472696,0.000004408409,0.000003989683,0.000002513436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3595775,"threshold_uncertainty_score":0.8305308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022353417747428,"score_gpt":0.2764775681196838,"score_spread":0.2562540339422095,"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."}}