{"id":"W4413641091","doi":"10.3390/network5030034","title":"Unlocking Blockchain’s Potential in Supply Chain Management: A Review of Challenges, Applications, and Emerging Solutions","year":2025,"lang":"en","type":"review","venue":"Network","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Blockchain; Supply chain management; Supply chain; Computer science; Business; Computer security; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00109082,0.0003516976,0.001263308,0.0004582552,0.000211328,0.00002204034,0.001380083,0.0003454561,0.00000522763],"category_scores_gemma":[0.00001367536,0.0003580861,0.0002199997,0.002077285,0.00009464171,0.00003636106,0.001219635,0.0005212378,0.000004793878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007069729,"about_ca_system_score_gemma":0.0001056366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001208239,"about_ca_topic_score_gemma":0.00002416354,"domain_scores_codex":[0.9973729,0.0002070754,0.0009169397,0.0008172878,0.0001952789,0.0004905075],"domain_scores_gemma":[0.997934,0.0001556525,0.0004536446,0.001342406,0.00005867827,0.0000556454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[1.47052e-7,0.00003378712,4.734921e-7,0.04513076,0.00004146345,0.00000342171,0.000009866748,0.000009911735,2.387288e-9,0.2777117,0.0004860525,0.6765724],"study_design_scores_gemma":[0.00009305276,0.000008520543,0.00000461292,0.09458475,0.000204791,0.00001768293,0.000006178215,0.00108239,2.079323e-8,0.00990277,0.8938332,0.0002620778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.521241e-8,0.9373012,0.05815423,0.001074595,0.00009673969,0.002100114,0.00001175812,0.000138593,0.001122778],"genre_scores_gemma":[0.00001381991,0.9883291,0.00932413,0.0001230702,0.0000960358,0.001996288,0.00003008362,0.00001646936,0.00007106643],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8933471,"threshold_uncertainty_score":0.9998871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879343531485889,"score_gpt":0.2770748293047949,"score_spread":0.258281393989936,"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."}}