{"id":"W4399209075","doi":"10.1007/978-3-031-63031-6_25","title":"Educational Knowledge Graph Creation and Augmentation via LLMs","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Saint Vincent University; Athabasca University","funders":"","keywords":"Computer science; Graph; Theoretical 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004002404,0.0003040817,0.000255218,0.0007824313,0.0001775255,0.0005791652,0.001026949,0.0001801068,0.00001841682],"category_scores_gemma":[0.00003854506,0.0002666916,0.00006387878,0.0004485893,0.0005200736,0.0005072919,0.0006002638,0.0003307809,0.00007619977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001582909,"about_ca_system_score_gemma":0.0003477494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002707217,"about_ca_topic_score_gemma":0.0001222366,"domain_scores_codex":[0.997911,0.00001632576,0.0003053722,0.001044123,0.0004249689,0.0002982473],"domain_scores_gemma":[0.9987147,0.0004216518,0.0001137344,0.0005196464,0.0001422891,0.00008793373],"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":[0.000002570417,0.00002728455,0.0001433438,0.00008417181,0.00001447978,0.00001456374,0.001927456,0.0008433724,0.0001782854,0.2598308,0.00007927597,0.7368544],"study_design_scores_gemma":[0.0001139354,0.00007849284,0.001173889,0.0002623684,0.00001205082,0.00007630029,3.849895e-7,0.1944658,0.0004507558,0.8022697,0.0007527564,0.0003435572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002035198,0.002729522,0.9826212,0.002180729,0.002619433,0.0002247065,0.000001841303,0.0001248212,0.009294222],"genre_scores_gemma":[0.5161722,0.000336946,0.475501,0.001294927,0.001370977,0.000039639,0.00002874996,0.00005291289,0.005202678],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7365108,"threshold_uncertainty_score":0.9999785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572586823072012,"score_gpt":0.2783864796313479,"score_spread":0.2626606114006278,"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."}}