{"id":"W3167437416","doi":"10.2196/20713","title":"Blockchain Applications in Health Care and Public Health: Increased Transparency","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University Health Network; University of Toronto; University of Waterloo","funders":"Mitacs","keywords":"Interoperability; Blockchain; Transparency (behavior); Data sharing; Health care; Business; Smart contract; Big data; Computer science; Supply chain; Computer security; Internet privacy; Data science; World Wide Web; Marketing; Medicine; Data mining","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.05173506,0.0004919539,0.0008807137,0.005537895,0.001778194,0.009127853,0.001480998,0.00437359,0.01147676],"category_scores_gemma":[0.1030783,0.000435356,0.001148027,0.007800614,0.00305408,0.01761406,0.007816788,0.003850814,0.001304531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004575697,"about_ca_system_score_gemma":0.01264727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864151,"about_ca_topic_score_gemma":0.002382489,"domain_scores_codex":[0.9352359,0.05064977,0.003253673,0.001401572,0.008427625,0.00103138],"domain_scores_gemma":[0.8005161,0.1724232,0.008079325,0.007105731,0.01024184,0.001633912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003998283,0.0001121437,0.004583875,0.01337409,0.0002198286,0.0006719808,0.005085354,0.005366755,0.0009243682,0.3930961,0.03519427,0.5409714],"study_design_scores_gemma":[0.0002268072,0.0002872276,0.002347972,0.03085717,0.0002371502,0.0009288618,0.003179811,0.006667058,0.002100275,0.3922321,0.5608244,0.0001112141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03597093,0.2417904,0.1957664,0.3240315,0.003391785,0.001943703,0.002866695,0.0009856669,0.1932528],"genre_scores_gemma":[0.6536166,0.1901176,0.1122186,0.02632661,0.00347873,0.002418451,0.001818867,0.0002209442,0.009783521],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05173506,"threshold_uncertainty_score":0.2736044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01655328073803256,"score_gpt":0.2890388884128781,"score_spread":0.2724856076748455,"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."}}