{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01130148,0.0003496669,0.0006240461,0.001767869,0.001787014,0.005602213,0.001367263,0.003015159,0.007928432],"category_scores_gemma":[0.02103033,0.0003150654,0.0006438286,0.002868229,0.00668506,0.01134512,0.004310755,0.002506051,0.0012476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003502115,"about_ca_system_score_gemma":0.006408367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001638883,"about_ca_topic_score_gemma":0.001391261,"domain_scores_codex":[0.9891734,0.006841963,0.0005441605,0.0007670571,0.002060273,0.0006130496],"domain_scores_gemma":[0.9790384,0.01532425,0.001492663,0.001848319,0.001525166,0.0007713616],"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":[0.0000796043,0.00002411687,0.0006753556,0.0007172082,0.00004119927,0.0003118716,0.0009642586,0.007016917,0.0005005578,0.9238333,0.003699172,0.06213658],"study_design_scores_gemma":[0.00004831297,0.00008816911,0.0004610392,0.001479688,0.00003291954,0.0003615344,0.0004953163,0.00992645,0.001111127,0.84355,0.142398,0.0000473885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05839642,0.1816337,0.3995712,0.08876232,0.002729348,0.0005926397,0.0004462291,0.0004037292,0.2674644],"genre_scores_gemma":[0.8535382,0.08107774,0.03974183,0.003999669,0.001393865,0.000468964,0.00023351,0.00008563157,0.01946068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01130148,"threshold_uncertainty_score":0.05976868,"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."}}