{"id":"W2272811416","doi":"","title":"Tutoring Scenarios Analysis in a Synchronous Collaborative Virtual Learning Situation","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Computer science; Human–computer interaction; Multimedia","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":[0.000618217,0.0002734233,0.0002378724,0.001367093,0.0005181138,0.001038972,0.0006171754,0.0008574119,0.00403916],"category_scores_gemma":[0.00564262,0.0001385773,0.0002377964,0.0005559103,0.0002466057,0.0008358912,0.0006849535,0.0003743027,0.0005056173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004006393,"about_ca_system_score_gemma":0.0003527337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253321,"about_ca_topic_score_gemma":0.001670152,"domain_scores_codex":[0.9991043,0.0004186703,0.00005731936,0.0001405322,0.0001992409,0.00007990111],"domain_scores_gemma":[0.9953724,0.003164407,0.0002951089,0.0002161861,0.0005935734,0.0003583969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007522228,0.00304996,0.1360871,0.0006456239,0.0003371441,0.008865074,0.02994253,0.1045525,0.1528613,0.02450567,0.007915991,0.5237148],"study_design_scores_gemma":[0.0001776622,0.001355032,0.1016042,0.0000817046,0.0002564806,0.002170189,0.01245908,0.8051888,0.0537159,0.01266602,0.01017767,0.0001473301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487758,0.00005745392,0.04394676,0.0001098506,0.00001698905,0.0001359034,0.0002023914,0.0004296667,0.006325162],"genre_scores_gemma":[0.9908771,0.00001435149,0.007988811,0.000006590765,0.000004020284,0.00001896592,0.0001043431,0.0000130009,0.0009728934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00403916,"threshold_uncertainty_score":0.01351237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235536079993199,"score_gpt":0.253310094885715,"score_spread":0.230954734085783,"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."}}