{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004984001,0.0003293504,0.0004894774,0.0008662979,0.001084956,0.003516691,0.001532339,0.001757059,0.01237995],"category_scores_gemma":[0.01176648,0.0003174446,0.0004940863,0.0007389079,0.002874285,0.004821222,0.003062323,0.001985929,0.001560639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002047274,"about_ca_system_score_gemma":0.002518439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001224979,"about_ca_topic_score_gemma":0.001057304,"domain_scores_codex":[0.9969774,0.001090582,0.0001417649,0.0003875105,0.001139945,0.0002627176],"domain_scores_gemma":[0.9927215,0.004335172,0.0003277441,0.001540249,0.0007337659,0.000341682],"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":[0.000237561,0.0001608601,0.0008685364,0.00006924202,0.00002140091,0.0001853524,0.00032336,0.04155893,0.003791734,0.8393186,0.004845182,0.108619],"study_design_scores_gemma":[0.00003377213,0.00006848304,0.0003346548,0.00004485628,0.00001177097,0.0000925573,0.000107243,0.5294242,0.005567807,0.4515401,0.01274934,0.00002523486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08494067,0.0004333993,0.800224,0.002307425,0.0003714967,0.0003816115,0.0001875452,0.001090615,0.1100632],"genre_scores_gemma":[0.847814,0.0001842909,0.1137688,0.0001828585,0.00008415883,0.0001948383,0.0001654234,0.0001366422,0.03746891],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01237995,"threshold_uncertainty_score":0.04141504,"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."}}