{"id":"W2100123024","doi":"10.5334/2004-6-carey","title":"Commentary on: Koper, R. (2004). Use of the Semantic Web to Solve Some Basic Problems in Education","year":2004,"lang":"en","type":"article","venue":"Journal of Interactive Media in Education (Open University)","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Semantic Web; World Wide Web; Information retrieval","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":[0.004940425,0.001561251,0.001981121,0.002394358,0.005397239,0.004604328,0.005342837,0.03699248,0.009780754],"category_scores_gemma":[0.02975805,0.0008778843,0.001712154,0.002613395,0.006010378,0.009071877,0.002808621,0.0558733,0.01054903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007270208,"about_ca_system_score_gemma":0.00785324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03966467,"about_ca_topic_score_gemma":0.05404976,"domain_scores_codex":[0.9960697,0.0007466525,0.0004958143,0.000658137,0.001573551,0.0004560795],"domain_scores_gemma":[0.9822975,0.009987393,0.001008884,0.0004010323,0.005009807,0.001295264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001102118,0.000002826207,0.00001776446,0.00005409329,0.000003042917,0.00006176009,0.0001410551,0.00001501384,0.00002165962,0.001412928,0.9971679,0.001090936],"study_design_scores_gemma":[0.00002190211,0.00001293158,0.0003286496,0.0004021635,0.00001671131,0.0001338157,0.0007085007,0.0000808471,0.0001638718,0.003280184,0.9948131,0.00003746921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007116295,0.001803501,0.0001022664,0.9449246,0.0513201,0.000009197203,0.00009028087,0.00002110266,0.001657803],"genre_scores_gemma":[0.0016562,0.002622718,0.000249298,0.9247449,0.05247017,0.00005338707,0.00005654975,0.00006617227,0.01808063],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03966467,"threshold_uncertainty_score":0.07886761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027509308143704,"score_gpt":0.2684928029544583,"score_spread":0.2409834948107543,"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."}}