{"id":"W2221784854","doi":"","title":"Special Track on Ontologies and Social Semantic Web for Intelligent Educational Systems","year":2011,"lang":"en","type":"article","venue":"The Florida AI Research Society","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Social Semantic Web; Semantic Web; Computer science; World Wide Web; Semantic Web Stack; Semantic analytics; Track (disk drive); Social web; Semantic technology; Web standards; Knowledge management; Web service; Social media","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":[0.007167683,0.001597221,0.002434663,0.004962196,0.003249003,0.01168533,0.002617357,0.005001952,0.08825795],"category_scores_gemma":[0.007757012,0.0006659121,0.001906064,0.007326918,0.001370639,0.01280271,0.005070081,0.006990523,0.03370548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003490468,"about_ca_system_score_gemma":0.005162253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007985894,"about_ca_topic_score_gemma":0.01709401,"domain_scores_codex":[0.9976382,0.0003755269,0.0001906192,0.0003963005,0.001042317,0.0003569907],"domain_scores_gemma":[0.9914747,0.001840293,0.000304955,0.0008236181,0.003314643,0.002241791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005466229,0.0001163848,0.0002349121,0.0003268961,0.00002668457,0.00006914741,0.0001071206,0.0002635829,0.0005144093,0.01241661,0.89243,0.09343958],"study_design_scores_gemma":[0.00002303805,0.00007412339,0.0003719247,0.0002314763,0.00002313742,0.00006789954,0.00009459573,0.0007184737,0.0002876744,0.005139734,0.9929502,0.00001784884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.003391211,0.07818127,0.04653851,0.1258593,0.3847851,0.001778418,0.004205715,0.002830797,0.3524297],"genre_scores_gemma":[0.01186441,0.07184428,0.01396737,0.01071199,0.1503423,0.0007808479,0.007857944,0.001650066,0.7309809],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08825795,"threshold_uncertainty_score":0.2952523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1939695971740788,"score_gpt":0.377888966000931,"score_spread":0.1839193688268522,"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."}}