{"id":"W4390650982","doi":"10.23977/aetp.2023.071813","title":"The Study of Designing Interactive Learning Experiences: Improving Education through Computer-Human Interaction","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human–computer interaction; Computer science; Multimedia; Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004908129,0.00007462198,0.0001124896,0.0003465295,0.000743669,0.00001914269,0.0002116371,0.00009592872,0.00002064641],"category_scores_gemma":[0.000312706,0.00006580741,0.00001398647,0.0009959785,0.0004317494,0.0004337331,0.00004687194,0.0003918665,0.000005401836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003892051,"about_ca_system_score_gemma":0.0001548427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001076152,"about_ca_topic_score_gemma":0.0006578215,"domain_scores_codex":[0.9989346,0.000273758,0.0002440052,0.000256084,0.00009666726,0.0001949158],"domain_scores_gemma":[0.9989548,0.0006262428,0.0002080746,0.0001085419,0.00008618605,0.00001614881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003844433,0.0005758571,0.1083065,0.00001021112,0.00001822094,0.000001095972,0.1179065,0.0001798193,0.0002726892,0.08260735,0.0001275022,0.6899558],"study_design_scores_gemma":[0.000266856,0.0004434081,0.01035972,0.00004446349,0.000006035015,0.000006068604,0.8545089,0.00006385337,0.00003907692,0.06586248,0.06828623,0.0001129187],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900962,0.0006774446,0.0005822921,0.003942491,0.001317323,0.0002195701,1.241258e-7,0.00006835406,0.003096267],"genre_scores_gemma":[0.9971958,0.0006200727,0.001535442,0.00004561343,0.0001743527,0.0001899211,0.000004326813,0.000005475973,0.0002289426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7366024,"threshold_uncertainty_score":0.5719776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543667426607518,"score_gpt":0.4491981482820486,"score_spread":0.4237614740159734,"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."}}