{"id":"W1584823094","doi":"10.19173/irrodl.v14i4.1542","title":"Mobile app design for teaching and learning: Educators’ experiences in an online graduate course","year":2013,"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":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Sense of community; Instructional design; Multimedia; Mobile device; Mobile apps; World Wide Web; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009628577,0.0001071209,0.0002194691,0.0001513027,0.0002826953,0.0004402813,0.001518456,0.00003451959,0.00003597777],"category_scores_gemma":[0.003552579,0.00008038458,0.00002276143,0.0003562983,0.0001943988,0.0008365639,0.0005974126,0.001083452,0.000003983816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000762267,"about_ca_system_score_gemma":0.0002259522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007266025,"about_ca_topic_score_gemma":0.0000124855,"domain_scores_codex":[0.9965441,0.001957987,0.000373859,0.0003699987,0.0004772944,0.0002768065],"domain_scores_gemma":[0.9972107,0.001960242,0.0001734597,0.0002346152,0.0003271133,0.00009386672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007028416,0.001196671,0.05185936,0.001167588,0.00003734597,0.000005268829,0.03517631,0.005038656,0.0002585113,0.01120998,0.004146614,0.8898334],"study_design_scores_gemma":[0.002179946,0.002489028,0.07929633,0.01398763,0.00001544271,0.00006790367,0.2211777,0.6025532,0.0001800577,0.01169407,0.06562331,0.0007354062],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666545,0.006758628,0.01729606,0.006351441,0.0001514139,0.00240852,0.000003611045,0.00002664336,0.0003492197],"genre_scores_gemma":[0.9843783,0.003650913,0.01010204,0.0001130437,0.00005029072,0.001396234,0.00006676972,0.000008905898,0.0002334531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.889098,"threshold_uncertainty_score":0.4707119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1514737021135352,"score_gpt":0.4650951803983972,"score_spread":0.313621478284862,"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."}}