{"id":"W4403424116","doi":"10.1145/3677112","title":"Using Psychophysiological Data to Facilitate Reflective Conversations with Children about their Player Experiences","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Psychology; Cognitive psychology; Developmental psychology; Computer science; Data science; Human–computer interaction","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":[0.000156267,0.0001521659,0.0001349516,0.0001344032,0.0001469563,0.0001228084,0.00105876,0.00005527749,0.0001372057],"category_scores_gemma":[0.00004246596,0.00009282053,0.00005510852,0.0002786824,0.0000825958,0.0003806762,0.0002522727,0.0002249453,0.00004713129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007682155,"about_ca_system_score_gemma":0.0000166576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007038834,"about_ca_topic_score_gemma":0.000003212643,"domain_scores_codex":[0.9988646,0.00002021309,0.0002364046,0.0005635901,0.0001669521,0.0001482574],"domain_scores_gemma":[0.999049,0.00009167477,0.0001358795,0.0005309761,0.0001534443,0.00003903549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00127607,0.001636861,0.008018154,0.0001717175,0.001584438,0.000001172315,0.5940402,0.0008021372,0.1886119,0.04399719,0.1140479,0.04581226],"study_design_scores_gemma":[0.001155244,0.003003793,0.8564451,0.002071807,0.0002361223,0.0002067188,0.07041526,0.009326288,0.02043506,0.01335942,0.02206263,0.001282556],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945976,0.00003127318,0.0006276055,0.001472254,0.001236739,0.0003773083,0.00002463668,0.00006594486,0.001566666],"genre_scores_gemma":[0.9955702,0.000002151482,0.00315441,0.0003512178,0.0004369529,0.00007701766,0.0000258137,0.00001449467,0.0003677534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8484269,"threshold_uncertainty_score":0.3785111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3124295564244407,"score_gpt":0.4433909650764111,"score_spread":0.1309614086519704,"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."}}