{"id":"W1582848342","doi":"","title":"Implementing Large Scale Mobile Learning School Programs: To BYOD or not to BYOD","year":2014,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Bring your own device; Mobile device; Scale (ratio); Computer science; Laptop; Internet privacy; World Wide Web; Geography; Operating system; Cartography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008501041,0.0002944429,0.0003300951,0.001159363,0.0004248017,0.0002334989,0.001106106,0.000158428,0.0005511012],"category_scores_gemma":[0.002603677,0.0002760495,0.0000355741,0.001941435,0.000114786,0.0002380255,0.0005666157,0.0007117954,0.0006800983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250197,"about_ca_system_score_gemma":0.0006468868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000017091,"about_ca_topic_score_gemma":0.0005996521,"domain_scores_codex":[0.9970463,0.0001379993,0.0004335647,0.0009658273,0.0004913642,0.0009249468],"domain_scores_gemma":[0.997574,0.0006368624,0.0001856299,0.0007041823,0.0003981504,0.0005011287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004206078,0.0008166106,0.07314295,0.00005877133,0.00003688087,0.000003203631,0.008396356,0.00004640216,0.002092638,0.6235976,0.008442882,0.2833237],"study_design_scores_gemma":[0.002578901,0.004478151,0.1022145,0.001430316,0.00008417082,0.0001344664,0.005189057,0.01136743,0.01189141,0.451528,0.4057013,0.003402262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2813081,0.00006739151,0.0281523,0.6782793,0.005209584,0.002147105,0.000007608535,0.001100815,0.003727695],"genre_scores_gemma":[0.9577828,0.00001537159,0.0345554,0.001392336,0.0006920994,0.001857216,0.00003773418,0.00002662589,0.003640397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.676887,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191227339107806,"score_gpt":0.3012677753577951,"score_spread":0.2821450414470145,"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."}}