{"id":"W4321605071","doi":"10.1111/bjep.12589","title":"The relation between trait flow and engagement, understanding, and grades in undergraduate lectures","year":2023,"lang":"en","type":"article","venue":"British Journal of Educational Psychology","topic":"Flow Experience in Various Fields","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Psychology; Experience sampling method; Trait; Mind-wandering; Student engagement; Human multitasking; Laptop; Mathematics education; Social psychology; Developmental psychology; Cognitive psychology; Cognition","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001079232,0.0002177889,0.0001817446,0.0006590661,0.0004529057,0.001613348,0.0002724703,0.0004226736,0.002148134],"category_scores_gemma":[0.00974597,0.0001535723,0.0001955391,0.0003624703,0.0005493708,0.0004415287,0.0007853089,0.0007670549,0.0003180335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000778537,"about_ca_system_score_gemma":0.0003520561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008568221,"about_ca_topic_score_gemma":0.01486186,"domain_scores_codex":[0.9993794,0.0001377541,0.00005922594,0.00009361995,0.0002109287,0.0001191001],"domain_scores_gemma":[0.9913898,0.002041007,0.003321509,0.0003749901,0.0007583946,0.002114358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001190929,0.0003501593,0.9861254,0.00002139396,0.00003589747,0.00003304199,0.003074426,0.00006276831,0.001494278,0.00004532921,0.0001115293,0.008526552],"study_design_scores_gemma":[9.089463e-7,0.0000482927,0.9993902,0.000003280642,0.00000294734,0.00001357382,0.0003493619,0.00004300217,0.00006049272,0.00002214715,0.00006342304,0.000002429471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991134,0.00004554832,0.00009598029,0.00002823527,0.000002388902,0.000006474645,0.00003588564,0.000004146623,0.0006679033],"genre_scores_gemma":[0.9995257,0.00004114354,0.00006143667,0.000008357215,0.000003623791,0.000005953803,0.00007058759,0.000001963348,0.000281264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008568221,"threshold_uncertainty_score":0.01703674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0778860329279577,"score_gpt":0.3908388870465617,"score_spread":0.312952854118604,"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."}}