{"id":"W7065920364","doi":"","title":"Examining learners' discrete emotional responses to a pedagogical agents' tutoring strategies","year":2012,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Surprise; Session (web analytics); Set (abstract data type); Anger; Facial expression; Sadness; Emotional expression","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001123377,0.0003067574,0.0003550332,0.000193365,0.0001561605,0.0007224174,0.0002751521,0.0002893021,0.001440324],"category_scores_gemma":[0.00749802,0.0001127612,0.0001869281,0.0001044882,0.0002585496,0.0002613572,0.0004828962,0.0003959039,0.0002101474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000176758,"about_ca_system_score_gemma":0.0001794551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003026723,"about_ca_topic_score_gemma":0.0005474579,"domain_scores_codex":[0.9991873,0.0003388278,0.0000531357,0.0001383756,0.0002054581,0.00007688832],"domain_scores_gemma":[0.9967448,0.00208671,0.000512132,0.0001218464,0.0002890967,0.0002454529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003436682,0.003744062,0.3286889,0.0004963732,0.0002082771,0.0003603008,0.03259835,0.0022613,0.4366492,0.0002749881,0.000419137,0.1908624],"study_design_scores_gemma":[0.0001244231,0.01002861,0.866705,0.000067327,0.0002362459,0.0002497482,0.01796975,0.005791325,0.09653465,0.0002166131,0.002013513,0.00006287823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999556,0.000008973723,0.0002485341,0.000005754411,0.000001173082,0.000007465633,0.000004590644,0.00000262429,0.0001648574],"genre_scores_gemma":[0.9987187,0.0000369503,0.0008207149,0.00001212357,0.000002131774,0.00004113778,0.00001738272,0.000002626557,0.0003481942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001440324,"threshold_uncertainty_score":0.005941093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07932343683542081,"score_gpt":0.33935497197652,"score_spread":0.2600315351410992,"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."}}