{"id":"W4407401633","doi":"10.2139/ssrn.5078905","title":"The Impact of Blockchain on Supply Chain Transparency and Security in Europe","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Blockchain; Transparency (behavior); Supply chain; Business; Computer security; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003197876,0.0001108396,0.0002416377,0.0009178314,0.000663654,0.003742015,0.0003991437,0.001531737,0.005694276],"category_scores_gemma":[0.008396684,0.0001225685,0.0003265419,0.001256957,0.001457814,0.003095016,0.001751007,0.001182223,0.0001803911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002732016,"about_ca_system_score_gemma":0.003429682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415812,"about_ca_topic_score_gemma":0.007944861,"domain_scores_codex":[0.998413,0.0005140318,0.00007933614,0.0002342316,0.0003064101,0.0004530171],"domain_scores_gemma":[0.995012,0.002621518,0.001035034,0.0002589192,0.0005748812,0.0004976246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002269758,0.0003529415,0.07070541,0.0003999728,0.0003199584,0.001682762,0.001614828,0.06437054,0.002876678,0.7535694,0.00538299,0.09645493],"study_design_scores_gemma":[0.0007053525,0.001453232,0.4357688,0.00129146,0.0007167897,0.001113986,0.004246715,0.05773503,0.007912539,0.3555752,0.1332618,0.0002191489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323018,0.00452565,0.002428796,0.004156939,0.00007896977,0.00001585243,0.0002431851,0.0000223807,0.05622637],"genre_scores_gemma":[0.99748,0.0005282319,0.0001016171,0.0001187577,0.00001477634,0.000002126472,0.00003154837,0.000002741266,0.001720292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415812,"threshold_uncertainty_score":0.02815145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004371066509626462,"score_gpt":0.2443258717292336,"score_spread":0.2399548052196071,"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."}}