{"id":"W1586525649","doi":"","title":"Mobile Learning in Distance Education: Utility or Futility?.","year":2010,"lang":"fr","type":"article","venue":"AUSpace (Athabasca University)","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Distance education; Usability; Humanities; Psychology; Computer science; Sociology; Pedagogy; Art; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007474027,0.0003641567,0.0003457441,0.0005046654,0.0004113734,0.0002718856,0.001598613,0.0003847124,0.002281348],"category_scores_gemma":[0.0005508591,0.0004460943,0.0001398754,0.002481792,0.0004757382,0.002273917,0.0005611726,0.001938682,0.0004044446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005113473,"about_ca_system_score_gemma":0.002998491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00290606,"about_ca_topic_score_gemma":0.01266221,"domain_scores_codex":[0.9968399,0.0005913138,0.0003004275,0.001129495,0.0003990966,0.000739803],"domain_scores_gemma":[0.9973221,0.0004091253,0.0002986296,0.00125332,0.0003587415,0.0003580303],"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":[0.000184517,0.002871122,0.3312629,0.0004066711,0.00004982889,0.0002280645,0.02897967,0.0004909948,0.0004002803,0.2279857,0.01771436,0.3894259],"study_design_scores_gemma":[0.0004033046,0.0002069649,0.06059184,0.0001663638,0.00002342143,0.0000394075,0.004153992,0.007037682,0.0001326726,0.000511062,0.9262921,0.0004411442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7441247,0.001965326,0.06990088,0.01563785,0.01995802,0.001715624,0.0000211609,0.0006656836,0.1460108],"genre_scores_gemma":[0.650651,0.000155632,0.01009218,0.00008696489,0.000282943,0.000009232886,0.00001191991,0.0000210596,0.338689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9085778,"threshold_uncertainty_score":0.9997991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489041917033483,"score_gpt":0.2520333446338171,"score_spread":0.2371429254634823,"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."}}