{"id":"W4388794483","doi":"10.56059/jl4d.v10i3.1245","title":"Education and Blockchain","year":2023,"lang":"en","type":"article","venue":"Journal of Learning for Development","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Blockchain; Computer security; Computer 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":[0.0007737263,0.0004108818,0.0002553375,0.0004851188,0.001613254,0.00378083,0.000469167,0.001848196,0.02253998],"category_scores_gemma":[0.001976664,0.0002367686,0.0002266627,0.0007675458,0.002956332,0.005580206,0.001720636,0.002774142,0.006042033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002208171,"about_ca_system_score_gemma":0.002583417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002011105,"about_ca_topic_score_gemma":0.002645353,"domain_scores_codex":[0.9993056,0.0002466897,0.00002990985,0.00007520125,0.0002464736,0.00009616507],"domain_scores_gemma":[0.9991112,0.0005367978,0.00005820331,0.00009238117,0.000104598,0.00009679035],"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":[0.00001232562,0.00002214934,0.00008551486,0.0001255165,0.000002462561,0.00008760466,0.0006847115,0.0008441261,0.0001499093,0.8100749,0.1029708,0.08493996],"study_design_scores_gemma":[0.000002564176,0.00001436129,0.00007091131,0.0001708406,9.816324e-7,0.00007487977,0.0001636607,0.0003948343,0.0001532868,0.132006,0.8669432,0.000004469209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003417396,0.0326564,0.04126709,0.0408846,0.003522084,0.00009616096,0.0001648889,0.000513977,0.8774775],"genre_scores_gemma":[0.08218227,0.02819288,0.0156871,0.01052706,0.001420598,0.0001727544,0.0002558297,0.0002180457,0.8613434],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02253998,"threshold_uncertainty_score":0.07540375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503809945827694,"score_gpt":0.2686230579338943,"score_spread":0.2535849584756174,"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."}}