{"id":"W3197732957","doi":"10.1007/978-3-030-86162-9_37","title":"Artificial Intelligence Decision and Validation Powered Smart Contract for Open Learning Content Creation","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Blockchain; Smart contract; Knowledge management; Adaptive learning; Multimedia; World Wide Web; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007549921,0.0002294779,0.0004630041,0.0001157473,0.0002250948,0.0005583106,0.0003883694,0.0006469788,0.000004849862],"category_scores_gemma":[0.0001578511,0.000209367,0.00004771151,0.00008643178,0.00006706035,0.0001081845,0.0002737804,0.0004735792,6.856587e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004554871,"about_ca_system_score_gemma":0.00003515396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000119006,"about_ca_topic_score_gemma":0.0002742321,"domain_scores_codex":[0.9984788,0.00005378628,0.0005199086,0.0006301733,0.0001236794,0.0001936518],"domain_scores_gemma":[0.9981787,0.0009536878,0.0002935984,0.0003585679,0.0001653118,0.00005010258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002700612,0.00001431228,0.0001615633,0.00003590242,0.0000265988,0.000004851497,0.0001469711,0.009969911,0.0000181806,0.5140414,0.00001095862,0.4755424],"study_design_scores_gemma":[0.0001547427,0.0001363914,0.00006819149,0.0006635925,0.000024043,0.00004205728,0.000016073,0.8569292,0.0001007978,0.1349918,0.006541943,0.0003312665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004852314,0.01038769,0.9865387,0.0003348351,0.0003708315,0.001221625,0.000004654509,0.00005046165,0.0006059666],"genre_scores_gemma":[0.9920995,0.001371112,0.005369772,0.00008145877,0.0001733238,0.0001500423,0.00008016658,0.00002239522,0.0006521926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9916143,"threshold_uncertainty_score":0.8537738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04474245038251531,"score_gpt":0.2813670996117437,"score_spread":0.2366246492292284,"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."}}