{"id":"W1552937981","doi":"10.19173/irrodl.v7i2.369","title":"Portable Applications in Mobile Education","year":2006,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Multimedia; USB; The Internet; World Wide Web; Presentation (obstetrics); File transfer; Software; Mobile device; Field (mathematics); Transfer (computing); Operating system","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":[0.003566911,0.00006449863,0.0001370178,0.0001846374,0.0001022081,0.0001888214,0.001549258,0.00002619096,0.00005628085],"category_scores_gemma":[0.0004422669,0.00005068905,0.0000206265,0.00101783,0.00007488245,0.0003617907,0.0005346627,0.0004177682,0.00001308437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444856,"about_ca_system_score_gemma":0.000391685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001938933,"about_ca_topic_score_gemma":0.0000668642,"domain_scores_codex":[0.9984344,0.0003515267,0.0003550849,0.0002473966,0.0004354688,0.0001761004],"domain_scores_gemma":[0.998714,0.0005295797,0.000140705,0.0002981588,0.000286871,0.00003074246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001374829,0.001009267,0.3157707,0.001209595,0.00001190974,0.000002998777,0.000276956,0.003674498,0.0001356703,0.3576539,0.01010348,0.3101373],"study_design_scores_gemma":[0.0004603207,0.00007967241,0.1702465,0.006274674,0.000003961439,0.0000192168,0.001977204,0.008266338,0.0001624034,0.03500485,0.7772982,0.0002066053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3430332,0.2192215,0.06790026,0.0642587,0.001050219,0.01572403,0.00005321326,0.000176361,0.2885826],"genre_scores_gemma":[0.9868085,0.008906172,0.001485344,0.0001104245,0.00006142658,0.001314098,0.0002269768,0.000006289426,0.00108079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7671947,"threshold_uncertainty_score":0.29311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03575859591537241,"score_gpt":0.423354865529459,"score_spread":0.3875962696140866,"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."}}