{"id":"W2280277269","doi":"","title":"A Preliminary Study On Mobile Learning Readiness Among Undergraduates Of Universiti Malaysia Sabah, Sabah, Malaysia","year":2012,"lang":"en","type":"article","venue":"","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Mobile phone; Medical education; The Internet; Flexibility (engineering); M-learning; Psychology; Phone; Perception; Mobile device; Computer science; Medicine; Geography; World Wide Web; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.000537211,0.0002482814,0.0002808555,0.0003040216,0.0001563904,0.00007146993,0.0008257921,0.00008967023,0.0001107732],"category_scores_gemma":[0.00007992177,0.0002372234,0.00008849169,0.0007383971,0.00009222129,0.001039875,0.0003530202,0.0003537003,0.0001629193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001340511,"about_ca_system_score_gemma":0.00006037185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001428302,"about_ca_topic_score_gemma":0.00000192109,"domain_scores_codex":[0.9978891,0.0003766302,0.0003257393,0.0004768091,0.0004518252,0.0004799164],"domain_scores_gemma":[0.9982683,0.0003784028,0.0002764623,0.0007716002,0.0001334769,0.0001717377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003397789,0.001752167,0.9255968,0.00003723418,0.00006998369,0.000008563166,0.01121072,0.04702449,0.0004599247,0.00776466,0.0007894656,0.005252026],"study_design_scores_gemma":[0.0007837478,0.003212884,0.8896567,0.0001203434,0.00007261385,0.00002710521,0.01914789,0.08302644,0.002299537,0.0002139216,0.0008186794,0.0006201293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759247,0.00004136751,0.01402164,0.0001437883,0.0004370038,0.0006393532,4.772361e-7,0.000280761,0.008510955],"genre_scores_gemma":[0.9930093,0.000004300619,0.003038514,0.00002986169,0.0001051622,0.00007009696,0.000006625346,0.00002640617,0.003709695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03600195,"threshold_uncertainty_score":0.9673689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362171656593907,"score_gpt":0.2556755547246928,"score_spread":0.2420538381587538,"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."}}