{"id":"W3200347016","doi":"","title":"Towards interactive and collaborative online learning environments: Tutoring at a distance online with text-based conversational agents","year":2021,"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":"Athabasca University","funders":"","keywords":"Computer science; Distance education; Online learning; World Wide Web; Human–computer interaction; Collaborative learning; Multimedia; Interactive Learning; Mathematics education; Knowledge management; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001205425,0.0001987291,0.000211892,0.00005884633,0.0002418592,0.0001478302,0.0001767009,0.00004280813,0.0001028348],"category_scores_gemma":[0.000087514,0.0001686302,0.00003417224,0.0002798191,0.00005918383,0.0004307902,0.0002256467,0.0002481913,0.0000158674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003157082,"about_ca_system_score_gemma":0.0001377227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004084664,"about_ca_topic_score_gemma":0.00007597033,"domain_scores_codex":[0.9984443,0.0001505596,0.0002252274,0.0005441922,0.000393548,0.0002421743],"domain_scores_gemma":[0.9992207,0.0001543503,0.0001672068,0.0002011254,0.0001560951,0.0001005191],"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":[0.001043394,0.003328831,0.273312,0.0004032001,0.00177947,0.002524368,0.04313009,0.1853106,0.03393248,0.3588808,0.0006030334,0.09575176],"study_design_scores_gemma":[0.003532496,0.0007263584,0.103012,0.0007661348,0.00004042617,0.00008970273,0.00887889,0.2818362,0.02954918,0.00008675428,0.5703539,0.001127999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2459587,0.0001904848,0.7515408,0.0006652416,0.0002263571,0.0001590893,0.00002419518,0.00009122834,0.001143896],"genre_scores_gemma":[0.9326202,0.00002305825,0.04245964,0.0002754558,0.00009156403,0.00001133272,0.00007090149,0.00001711518,0.02443071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7090812,"threshold_uncertainty_score":0.6876542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500752279335696,"score_gpt":0.250659003584928,"score_spread":0.235651480791571,"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."}}