{"id":"W2230406375","doi":"","title":"Multimodal Software for Affective Education: UI Design","year":2015,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Software; Computer science; Human–computer interaction; Affect (linguistics); Psychology; Communication; Programming language","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":[0.0003368917,0.0001953272,0.0002212237,0.0005799192,0.0001377647,0.00003307937,0.0003606519,0.0002160739,0.0003777757],"category_scores_gemma":[0.001296381,0.0001932336,0.00002770975,0.0005509774,0.0002981884,0.00009063703,0.00006067834,0.0003287877,0.0002156459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001089897,"about_ca_system_score_gemma":0.001370897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003808848,"about_ca_topic_score_gemma":0.00008349741,"domain_scores_codex":[0.9987581,0.0001203817,0.0002296204,0.0004023261,0.0001679692,0.0003215504],"domain_scores_gemma":[0.9974288,0.001193919,0.0001159214,0.0004888147,0.000557222,0.0002152735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000121089,0.0009240513,0.01790653,0.00001261251,0.00005205985,7.363326e-7,0.003133814,0.000001049664,0.00005418693,0.8658099,0.04831045,0.06367359],"study_design_scores_gemma":[0.001078778,0.0004309428,0.0233673,0.00006827387,0.00003267527,0.00002046765,0.0008252048,0.00007789063,0.0002552164,0.9694248,0.004125724,0.0002927512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0400251,0.002297319,0.01187098,0.9164598,0.01193645,0.002954191,0.00004594547,0.000677205,0.013733],"genre_scores_gemma":[0.9751783,0.000024352,0.0169305,0.000440813,0.0006061338,0.002418024,0.0001260385,0.00002383248,0.004252034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9351532,"threshold_uncertainty_score":0.7879838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09919263032733876,"score_gpt":0.3577791454827888,"score_spread":0.2585865151554501,"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."}}