{"id":"W7029282897","doi":"","title":"Intelligent tutoring systems 9th International Conference on Intelligent Tutoring Systems, ITS 2008, Montreal, Canada, June 23 - 27, 2008 ; proceedings","year":2008,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Intelligent tutoring system; Intelligent decision support system; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00084464,0.0008060057,0.0008475555,0.0004958035,0.0006950091,0.0009647714,0.002321,0.0002237612,0.0000787097],"category_scores_gemma":[0.0001964946,0.0007337832,0.0001868155,0.0006366854,0.00007182316,0.001049777,0.0005503833,0.0008075145,0.0004880237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787649,"about_ca_system_score_gemma":0.0009076056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2323394,"about_ca_topic_score_gemma":0.01335518,"domain_scores_codex":[0.993569,0.0001232769,0.001487371,0.001461335,0.002093379,0.001265655],"domain_scores_gemma":[0.9964769,0.0001479208,0.0006751766,0.0007079749,0.001428132,0.0005638882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000645185,0.0002368238,0.005474019,0.000413324,0.0004688674,0.0007060795,0.00445881,0.03139431,0.001405304,0.8631572,0.0905408,0.001679995],"study_design_scores_gemma":[0.0004311241,0.0002634182,0.0007863761,0.00186918,0.00002425492,0.0007466583,0.002710687,0.2136883,0.005956222,0.00003661446,0.7719227,0.00156447],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07760116,0.008855897,0.5181127,0.002504892,0.182594,0.005438613,0.0001043714,0.003232555,0.2015557],"genre_scores_gemma":[0.7172875,0.0006341534,0.0005427031,0.00008974134,0.001415715,0.00011888,0.0000135607,0.00006681614,0.279831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8631206,"threshold_uncertainty_score":0.9995113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05113196921907837,"score_gpt":0.2490402005905948,"score_spread":0.1979082313715164,"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."}}