{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009431303,0.0000898132,0.000156034,0.0002236565,0.0002651582,0.00008822088,0.0001673209,0.000130855,0.0001495415],"category_scores_gemma":[0.0003618294,0.00008784147,0.00003684589,0.0003019795,0.0002805195,0.0001144446,0.00002308853,0.0005243476,0.000009529466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005165188,"about_ca_system_score_gemma":0.00006012979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007695523,"about_ca_topic_score_gemma":0.0002230465,"domain_scores_codex":[0.9986663,0.0003172839,0.00042402,0.0001991221,0.000149881,0.0002433836],"domain_scores_gemma":[0.9982288,0.001368351,0.0001874216,0.00009838001,0.00004292612,0.00007412911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002013313,0.0002764245,0.4588065,0.00002235706,0.0003724617,0.0001871807,0.01702553,0.00008928767,0.0001624948,0.1916192,0.2391973,0.09203992],"study_design_scores_gemma":[0.0005365394,0.0001010859,0.7747555,0.00003353836,0.00001058049,0.0008455824,0.001357519,0.00001024124,6.967513e-7,0.2192213,0.003057435,0.00007002879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422366,0.003406004,0.0006772276,0.04688612,0.001708587,0.0001455632,0.000008873853,0.00001158452,0.004919444],"genre_scores_gemma":[0.9974644,0.001041186,0.0003036236,0.0003618443,0.0003134856,0.00001300628,0.000008380799,0.00001364736,0.0004804585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.315949,"threshold_uncertainty_score":0.3582071,"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."}}