{"id":"W4379743542","doi":"10.22329/celt.v14i1.7162","title":"Digital Detox","year":2023,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Process (computing); Engineering ethics; Computer science; Sociology; Public relations; Engineering; Political science","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":[0.0004213006,0.0001431513,0.0001588915,0.0003037131,0.0008326137,0.000623113,0.0002676561,0.00006750303,0.000004058071],"category_scores_gemma":[0.0009585404,0.0001327877,0.00004880234,0.0005664514,0.00002766281,0.0002270954,0.0001811612,0.0008869852,0.0001720979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002173211,"about_ca_system_score_gemma":0.00003950421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005040506,"about_ca_topic_score_gemma":8.425417e-7,"domain_scores_codex":[0.9987839,0.0001458402,0.0001492471,0.0003707698,0.0002229025,0.0003273009],"domain_scores_gemma":[0.9991882,0.0004209682,0.00006519933,0.0001853951,0.0000304084,0.0001098683],"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":[0.00001961762,0.0001348497,0.0280225,0.00004509922,0.00008692659,0.0001871346,0.00315879,0.01316485,0.000432769,0.1458559,0.006525348,0.8023663],"study_design_scores_gemma":[0.000614622,0.0003814989,0.005040023,0.0001364256,0.00001002139,0.00003428057,0.0003607399,0.897837,0.00003328598,0.004646688,0.090468,0.0004373725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6494671,0.0001073896,0.05572963,0.01144869,0.0005064697,0.0001731682,0.00000367487,0.006183933,0.27638],"genre_scores_gemma":[0.9651814,0.00001641903,0.001332473,0.00009540649,0.0000889435,0.000003196469,0.00001136255,0.0000179111,0.03325296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8846722,"threshold_uncertainty_score":0.6403875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009046877963004017,"score_gpt":0.2591849963543279,"score_spread":0.2501381183913239,"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."}}