{"id":"W4413950888","doi":"10.3390/info16090765","title":"Toward Decentralized Intelligence: A Systematic Literature Review of Blockchain-Enabled AI Systems","year":2025,"lang":"en","type":"article","venue":"Information","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Blockchain; Computer science; Computer security","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":[0.005112228,0.0009404414,0.002472168,0.0136443,0.0006828366,0.002996562,0.001267614,0.001518698,0.004741846],"category_scores_gemma":[0.02259243,0.0006499937,0.001964718,0.01422684,0.001193118,0.003592667,0.001649697,0.001513972,0.0006308823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002049331,"about_ca_system_score_gemma":0.01598574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005196948,"about_ca_topic_score_gemma":0.0142475,"domain_scores_codex":[0.9964296,0.001183115,0.001116868,0.0003239059,0.0008051993,0.0001412163],"domain_scores_gemma":[0.9719883,0.02254716,0.002228788,0.0004362181,0.00248325,0.0003163181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009389647,0.00005947683,0.001084519,0.5073245,0.0009256433,0.0002883695,0.001182708,0.0009861835,0.0005232337,0.009639558,0.01050891,0.467383],"study_design_scores_gemma":[0.00003540983,0.0001626676,0.003410264,0.6648583,0.003653445,0.0007389166,0.001181755,0.0004224562,0.000364843,0.00766115,0.3174508,0.00006000413],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000521908,0.9968166,0.0006570884,0.0007595046,0.0001026933,0.00005224975,0.0001299467,0.000008955977,0.0009510723],"genre_scores_gemma":[0.004368643,0.9939432,0.0009354397,0.0003953245,0.00006407117,0.00006345421,0.0001271476,0.00000499676,0.00009767245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0136443,"threshold_uncertainty_score":0.02703637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007754707267351123,"score_gpt":0.253656130125181,"score_spread":0.2459014228578298,"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."}}