{"id":"W2051219142","doi":"10.7238/rusc.v12i1.2078","title":"Students in higher education: Social and academic uses of digital technology","year":2014,"lang":"en","type":"article","venue":"RUSC Universities and Knowledge Society Journal","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Columbia Institute of Technology; University of Regina","keywords":"Humanities; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004734173,0.0003795307,0.0005701214,0.004618091,0.004892388,0.01305939,0.0009640685,0.001381802,0.007125773],"category_scores_gemma":[0.01511814,0.0003045845,0.000434169,0.003738257,0.004074019,0.004219537,0.006957095,0.001554144,0.0006926414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003190097,"about_ca_system_score_gemma":0.002503957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007179995,"about_ca_topic_score_gemma":0.01135443,"domain_scores_codex":[0.9938188,0.002931385,0.0003419536,0.0003605213,0.001505049,0.001042252],"domain_scores_gemma":[0.9819865,0.008151904,0.003035164,0.0006598764,0.002218313,0.00394825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000123246,0.0008476473,0.4404457,0.0002339361,0.00006157494,0.000459619,0.4880904,0.0001083506,0.0007502824,0.004458993,0.001724155,0.06269614],"study_design_scores_gemma":[0.00001175107,0.0001805006,0.1987812,0.0001500975,0.0000248678,0.0001978481,0.7826594,0.0001582584,0.0003547818,0.001035318,0.01640216,0.00004389692],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885563,0.0004122295,0.0001329818,0.0008824132,0.0000259019,0.00001968278,0.00004732562,0.000007472328,0.009915767],"genre_scores_gemma":[0.9976757,0.0002925089,0.00006030998,0.0001173085,0.00001839831,0.00001248616,0.00002037704,0.000003598243,0.001799285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01305939,"threshold_uncertainty_score":0.02503699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02177911581960824,"score_gpt":0.2810768898694502,"score_spread":0.2592977740498419,"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."}}