{"id":"W4401582579","doi":"10.3390/educsci14080881","title":"Blockchain and Artificial Intelligence Non-Formal Education System (BANFES)","year":2024,"lang":"en","type":"article","venue":"Education Sciences","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Open Society Foundations","keywords":"Computer science; Knowledge management; Afghan; Distrust; Transparency (behavior); Computer security; Political science","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":[0.002298877,0.0003746374,0.0002381556,0.0008073255,0.001435932,0.002149687,0.0007311312,0.001167394,0.01135674],"category_scores_gemma":[0.004158789,0.0001473332,0.0002588278,0.001021344,0.0009334752,0.003287863,0.003333981,0.0007682216,0.002347313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166768,"about_ca_system_score_gemma":0.003513483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00273177,"about_ca_topic_score_gemma":0.0022911,"domain_scores_codex":[0.9983387,0.0006771967,0.0001222917,0.000197342,0.0004037895,0.0002606331],"domain_scores_gemma":[0.9968016,0.0009584692,0.0003891805,0.0008343123,0.0005580349,0.0004583721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005965843,0.0003967996,0.009821531,0.0006333484,0.0000672272,0.001229853,0.001424664,0.03004014,0.009640098,0.4422148,0.02488498,0.4790498],"study_design_scores_gemma":[0.0002590813,0.0008889489,0.00367508,0.0005129409,0.00007164658,0.00119597,0.000839141,0.1502789,0.01722011,0.2352108,0.589716,0.000131454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1623184,0.002178604,0.6019135,0.007578793,0.0008947402,0.001836618,0.001289893,0.005278311,0.2167113],"genre_scores_gemma":[0.8928029,0.001450457,0.05271756,0.0005542497,0.0001746197,0.0006450686,0.001170869,0.0001227565,0.05036151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01135674,"threshold_uncertainty_score":0.03799206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938584135680865,"score_gpt":0.3011811626998244,"score_spread":0.2817953213430157,"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."}}