{"id":"W4396832344","doi":"10.1145/3613904.3641985","title":"Time-Turner: A Bichronous Learning Environment to Support Positive In-class Multitasking of Online Learners","year":2024,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Human multitasking; Summative assessment; Asynchronous communication; Class (philosophy); Computer science; Scope (computer science); Formative assessment; Learning environment; Perception; Multimedia; Psychology; Mathematics education; Cognitive psychology; Artificial intelligence; Computer network","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001165653,0.0001186456,0.0002005267,0.0006731517,0.00004295629,0.000145671,0.0003076118,0.0000428993,0.004207216],"category_scores_gemma":[0.0001404425,0.0000893879,0.00009265287,0.0005753221,0.00005118071,0.0004649739,0.0002019045,0.0001648673,0.003662735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006468,"about_ca_system_score_gemma":0.00004506595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005246766,"about_ca_topic_score_gemma":0.00003466496,"domain_scores_codex":[0.9980253,0.00006206351,0.0005665289,0.0002965,0.0008380575,0.0002115547],"domain_scores_gemma":[0.9993546,0.000274331,0.0000764787,0.0001755303,0.00003445997,0.00008457021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001354293,0.000457941,0.02580337,0.00004541549,0.0001078651,0.000205449,0.03269023,0.09666164,0.01072644,0.002669469,0.02897183,0.8015249],"study_design_scores_gemma":[0.001236768,0.001282117,0.1138432,0.0002390681,0.00008628891,0.00001854621,0.04225746,0.4393198,0.00225776,0.0003072741,0.3982111,0.0009405661],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974972,0.00004057982,0.00255035,0.001479097,0.0001263586,0.0002569006,0.00002194486,0.00006239754,0.02049045],"genre_scores_gemma":[0.9636554,0.000009660053,0.001496889,0.0002933848,0.00002472161,0.000006922568,0.00002861246,0.000009088481,0.03447537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8005844,"threshold_uncertainty_score":0.997113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1106742967686509,"score_gpt":0.4011768363974238,"score_spread":0.2905025396287729,"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."}}