{"id":"W2972821019","doi":"10.28945/4411","title":"Does Size Matter? Instructors’ and Students’ Perceptions of Students’ Use of Technology in the Classroom","year":2019,"lang":"en","type":"article","venue":"Journal of Information Technology Education Research","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Class (philosophy); Class size; Mathematics education; Task (project management); Psychology; Perception; Affect (linguistics); Medical education; Computer science; Medicine; Engineering","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":[0.002727903,0.00005771614,0.0001800663,0.00211651,0.0001413301,0.00008156832,0.0008038553,0.0002208854,0.0001751578],"category_scores_gemma":[0.00154081,0.0000354157,0.00003336507,0.001646998,0.0005340407,0.001019861,0.0001275606,0.000756384,0.00002037221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001036423,"about_ca_system_score_gemma":0.000758386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000105144,"about_ca_topic_score_gemma":0.00006141987,"domain_scores_codex":[0.9979528,0.0002472712,0.0006454528,0.00006117212,0.0009067503,0.0001866195],"domain_scores_gemma":[0.9978327,0.0003654252,0.000509362,0.0001968131,0.001066194,0.00002952592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001410225,0.0001635009,0.9635812,0.00003052955,0.0000137387,1.510049e-7,0.006247292,0.000003670381,0.0003133545,0.007443157,0.0003277132,0.02186158],"study_design_scores_gemma":[0.0003634413,0.0001938257,0.5822679,0.0001188452,0.000006993207,0.00001029677,0.3886411,0.000002881702,0.0002262541,0.005296261,0.0228225,0.00004964842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833142,0.00002883759,0.00001650121,0.01583004,0.0001632179,0.0003115635,0.000001948253,0.000007854614,0.0003258603],"genre_scores_gemma":[0.9969319,0.0003691387,0.002359612,0.0000518328,0.00002980655,0.00000954487,0.000001148628,0.000002816666,0.0002442365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3823938,"threshold_uncertainty_score":0.3286155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900591271257399,"score_gpt":0.4084943072202083,"score_spread":0.3894883945076343,"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."}}