{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002942736,0.001243387,0.002030881,0.001154408,0.00155625,0.004958703,0.002162277,0.001523596,0.05524518],"category_scores_gemma":[0.004075588,0.0004914986,0.0006408726,0.0007986081,0.001291234,0.001466699,0.001723292,0.002535893,0.02272404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003296217,"about_ca_system_score_gemma":0.008211087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1808265,"about_ca_topic_score_gemma":0.2453622,"domain_scores_codex":[0.9988726,0.0002544216,0.00006841549,0.0001676198,0.0004422199,0.0001946717],"domain_scores_gemma":[0.9961941,0.0003192298,0.00004689308,0.0002277885,0.002792446,0.0004195793],"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":[0.0002940288,0.0003591194,0.002173465,0.0002356851,0.0001013084,0.0001293706,0.0005285088,0.002591517,0.005288098,0.004178826,0.6427924,0.3413277],"study_design_scores_gemma":[0.0001365181,0.0003444196,0.009524588,0.0003198354,0.0002742495,0.0003174592,0.0008256623,0.04327946,0.01398298,0.004578535,0.9263195,0.00009675542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06882757,0.05054465,0.4940547,0.01830581,0.04682959,0.001688684,0.00837205,0.03366704,0.27771],"genre_scores_gemma":[0.1188442,0.0173119,0.1036103,0.00133651,0.002870862,0.0004861992,0.01291202,0.001864484,0.7407636],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8191735,"threshold_uncertainty_score":0.359548,"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."}}