{"id":"W4412958796","doi":"10.4018/979-8-3373-1250-7.ch007","title":"Decentralized Finance (DeFi) Transforming the Landscape of Financial Services","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in computational intelligence and robotics book series","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadore College","funders":"","keywords":"Business; Finance; Financial services","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":[0.0001388321,0.0002359223,0.0003435516,0.0001567466,0.0001881307,0.00003713549,0.0007869356,0.0002130666,0.000007522568],"category_scores_gemma":[0.00001100882,0.0001935865,0.00007027059,0.0001562155,0.0003925312,0.0005170367,0.0001900717,0.0003347424,0.000002355353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001786855,"about_ca_system_score_gemma":0.0001489163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004839442,"about_ca_topic_score_gemma":0.0001064001,"domain_scores_codex":[0.9987204,0.00001397384,0.000504854,0.0003815352,0.0001952653,0.0001839872],"domain_scores_gemma":[0.9989598,0.0003282226,0.0002300795,0.0003094324,0.0001523059,0.00002016911],"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":[0.00001001733,0.00001313995,0.00002143809,0.0001119145,0.000008382253,0.000002961371,0.0002720862,0.1297961,2.112861e-7,0.82003,0.00001854943,0.04971518],"study_design_scores_gemma":[0.00007065994,0.00006588971,0.00003113863,0.0003694554,0.00001391965,0.0000158984,0.00003530342,0.0526144,0.0001045953,0.8667006,0.07976719,0.0002109909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0000195538,0.06075725,0.917828,0.002325848,0.0002325753,0.0004181851,0.00002842348,0.00006439068,0.01832582],"genre_scores_gemma":[0.06494318,0.4463958,0.4533761,0.002445464,0.0001331321,0.0001614305,0.0001228193,0.00005599134,0.03236608],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4644518,"threshold_uncertainty_score":0.789423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00897060330721756,"score_gpt":0.248935321572552,"score_spread":0.2399647182653344,"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."}}