{"id":"W2248531306","doi":"","title":"A Study On Learner Readiness For MobileLearning At Open University Malaysia","year":2009,"lang":"en","type":"article","venue":"Knowledge based platform (Open University Malaysia)","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Open University Malaysia","keywords":"Mobile phone; Quarter (Canadian coin); Preparedness; Medical education; Open university; Psychology; Distance education; Pedagogy; Medicine; Engineering; Geography; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.00100814,0.0004365609,0.0005610664,0.0005594246,0.001264276,0.0005804145,0.0064476,0.000209638,0.0001910185],"category_scores_gemma":[0.0001167489,0.0005115853,0.0001770563,0.001453805,0.00007798021,0.002818676,0.002129436,0.0004930869,0.0005445206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132346,"about_ca_system_score_gemma":0.0005961637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001527562,"about_ca_topic_score_gemma":0.0001348894,"domain_scores_codex":[0.9970131,0.0003222903,0.0002730315,0.001351399,0.000338087,0.0007021297],"domain_scores_gemma":[0.9969169,0.0005369218,0.00035693,0.001476697,0.0003740292,0.0003384696],"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":[0.01038906,0.02411279,0.1331541,0.0002980245,0.0008370323,0.001435796,0.03720738,0.2004175,0.001869577,0.2948744,0.09452664,0.2008776],"study_design_scores_gemma":[0.01970719,0.008136775,0.1116326,0.000403795,0.0003450788,0.00004361647,0.01717676,0.3809653,0.001018495,0.0007685176,0.4568648,0.002937114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8594569,0.00001075238,0.03165065,0.001152241,0.0004801849,0.004694499,0.00002168427,0.0003799415,0.1021531],"genre_scores_gemma":[0.9512907,0.000002775184,0.007764049,0.000191433,0.00007646775,0.000009730335,0.00007569625,0.00003063126,0.04055856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3623382,"threshold_uncertainty_score":0.9997336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04753327144759421,"score_gpt":0.2957593956113311,"score_spread":0.2482261241637369,"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."}}