{"id":"W3134356917","doi":"10.23919/icact51234.2021.9370704","title":"Blockchain Traceability in Healthcare: Blood Donation Supply Chain","year":2021,"lang":"en","type":"article","venue":"","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Traceability; Supply chain; Blockchain; Business; Immutability; Leverage (statistics); Smart contract; Health care; Process management; Information sharing; Computer science; Computer security; Risk analysis (engineering); Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066323,0.0001139555,0.0001690219,0.0001317061,0.0001010269,0.00004188926,0.0005516906,0.000184119,0.00003350741],"category_scores_gemma":[0.00007838895,0.00011772,0.00004804399,0.001182279,0.00005476513,0.00007394431,0.0002143341,0.0002951483,0.00001638431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005270867,"about_ca_system_score_gemma":0.0001475132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003134764,"about_ca_topic_score_gemma":0.001871932,"domain_scores_codex":[0.9985084,0.0001338332,0.0003123244,0.0005733665,0.0001798047,0.0002922855],"domain_scores_gemma":[0.9987451,0.0001021776,0.00005188931,0.0009015531,0.0001289847,0.00007027039],"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":[0.000001173208,0.0004681177,0.01366833,0.00001413186,0.000005930366,0.00002695081,0.0002788512,0.00002218979,0.0006003974,0.9607406,0.0001506302,0.02402276],"study_design_scores_gemma":[0.001952371,0.0001475052,0.1176151,0.00002729115,0.00001027161,0.0002203178,0.0002001551,0.2114476,0.05173701,0.6110498,0.004889527,0.0007030285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7157037,0.0006991978,0.0997939,0.1812688,0.000142768,0.0004212656,0.000005908265,0.000914664,0.001049774],"genre_scores_gemma":[0.9598423,0.00003257409,0.03885262,0.0009691263,0.00001718255,0.00008958633,0.000004877212,0.000004837883,0.0001869568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3496907,"threshold_uncertainty_score":0.480048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028034790722243,"score_gpt":0.2418730591941638,"score_spread":0.2315927112869414,"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."}}