{"id":"W1993267735","doi":"10.1145/2132176.2132252","title":"The use of ereading devices in academic environments","year":2012,"lang":"en","type":"article","venue":"Proceedings of the 2012 iConference","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Mobile device; Reading (process); Key (lock); Process (computing); Order (exchange); Multimedia; Data science; World Wide Web; Computer security; Political science; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0009540491,0.00009658567,0.0001450252,0.00005528833,0.0002551974,0.00003088954,0.00102471,0.0001743209,0.00001947467],"category_scores_gemma":[0.0009225991,0.00006142345,0.00004502208,0.0002308204,0.000792457,0.001006569,0.000241732,0.000340845,0.00001115103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007503611,"about_ca_system_score_gemma":0.00003854076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003178335,"about_ca_topic_score_gemma":0.00007628334,"domain_scores_codex":[0.9987662,0.00002517406,0.0002684128,0.0001040437,0.0003747384,0.0004613946],"domain_scores_gemma":[0.9992642,0.0001215605,0.0003963389,0.000108613,0.00004347894,0.00006574169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001017653,0.00004070082,0.9654208,0.00001467277,0.0000078884,9.641423e-9,0.002249533,1.785734e-7,0.009807719,0.01751086,0.0004488362,0.004488627],"study_design_scores_gemma":[0.0001674864,0.00001256336,0.9511862,0.000240965,0.00001988311,7.785906e-7,0.002400006,0.000009281779,0.02616856,0.001546267,0.01812869,0.0001193236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954391,0.0003437496,0.000003392517,0.001264325,0.0001806275,0.0002450587,0.000001925727,0.00001692514,0.002504917],"genre_scores_gemma":[0.9982074,0.0004179143,0.0001209062,0.00006395861,0.00003904293,0.000007288857,7.611365e-8,0.000007139832,0.001136264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01767985,"threshold_uncertainty_score":0.2919841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08666755988785499,"score_gpt":0.325684770142978,"score_spread":0.239017210255123,"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."}}