{"id":"W4234965077","doi":"10.1007/978-1-4419-1428-6_224","title":"Ubiquitous Learning","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Human–computer interaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001956408,0.001074449,0.0005143089,0.0009393628,0.0007364306,0.002334286,0.0009633825,0.001227916,0.07390691],"category_scores_gemma":[0.000477197,0.0002915404,0.0003227601,0.001531648,0.0005143821,0.00329264,0.002026173,0.001115146,0.05350766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004711993,"about_ca_system_score_gemma":0.0004910841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119646,"about_ca_topic_score_gemma":0.002732293,"domain_scores_codex":[0.9997512,0.0000228747,0.00001017103,0.00005711673,0.0001287527,0.00003003097],"domain_scores_gemma":[0.9998815,0.00002169923,0.000005227385,0.00003239027,0.00003947769,0.00001973086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001834558,0.00003600858,0.00007575809,0.000250688,0.000006407288,0.00007184433,0.0002188734,0.0002760975,0.002491301,0.05129893,0.1813515,0.7639044],"study_design_scores_gemma":[0.000001821214,0.0000145611,0.0001384965,0.0001211606,0.000004542794,0.0002102101,0.0000692411,0.0004184306,0.0005963534,0.007636392,0.990782,0.000006783594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001442276,0.02424244,0.08450485,0.001095163,0.002797069,0.0001003631,0.0002415227,0.002108839,0.8834674],"genre_scores_gemma":[0.008341124,0.01261356,0.01184953,0.0006743237,0.0004348848,0.00005632458,0.000343215,0.000224672,0.9654624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07390691,"threshold_uncertainty_score":0.2472432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01847696344845605,"score_gpt":0.2427914395468817,"score_spread":0.2243144760984257,"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."}}