{"id":"W1662223308","doi":"10.21432/t2vc76","title":"Investigating the Benefits and Challenges of Using Laptop Computers in Higher Education Classrooms / Étude sur les avantages et les défis associés à l'utilisation d'ordinateurs portables dans les salles de classe d'enseignement supérieur","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Laptop; Class (philosophy); Entertainment; Multimedia; Psychology; Sociology; Computer science; Library science; Art; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001521278,0.0001261913,0.0002441234,0.0005183468,0.0005352555,0.00005337118,0.0002360331,0.000350474,0.000007394977],"category_scores_gemma":[0.001386586,0.0001141108,0.00002810377,0.0002269487,0.0007032034,0.0001302825,0.00003418128,0.0006434181,9.351584e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966378,"about_ca_system_score_gemma":0.0005800373,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01348686,"about_ca_topic_score_gemma":0.1259331,"domain_scores_codex":[0.9986168,0.0004552913,0.0003128979,0.0001468846,0.0001436144,0.0003244815],"domain_scores_gemma":[0.998898,0.0002287946,0.0004617142,0.00007969726,0.0001969024,0.0001348928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000214102,0.00001778433,0.8921371,0.00003593644,0.00002552942,0.000003476673,0.007158753,0.0001627406,0.000744294,0.0295968,0.00003625421,0.07007926],"study_design_scores_gemma":[0.0006681405,0.0002663434,0.7918202,0.001286259,0.00006662132,0.00008011251,0.1938368,0.0004440638,0.0005739712,0.00410244,0.006567399,0.0002876128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606034,0.01124752,0.00004846483,0.02767022,0.0001230921,0.00007880967,0.000001573084,0.00002818459,0.0001987579],"genre_scores_gemma":[0.9961584,0.002801474,0.0008990195,0.00004373676,0.00003509823,0.000001584095,9.289858e-7,0.00001433307,0.00004539459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1866781,"threshold_uncertainty_score":0.9930824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04317679003187779,"score_gpt":0.2870008822696167,"score_spread":0.2438240922377389,"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."}}