{"id":"W2127578158","doi":"10.19173/irrodl.v11i3.842","title":"Development of interactive and reflective learning among Malaysian online distant learners: An ESL instructor’s experience","year":2010,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); TUTOR; Distance education; Process (computing); Educational technology; Plan (archaeology); Active learning (machine learning); Pedagogy; Psychology; Computer science; Mathematics education; Engineering","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":[0.005284246,0.0001102213,0.0002806971,0.000155038,0.0004908071,0.0001629438,0.0008068983,0.00006317113,0.0001857803],"category_scores_gemma":[0.004585788,0.00008427566,0.00003046896,0.0005152581,0.0008041714,0.0006435044,0.0006124582,0.001497784,0.000001301989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009742071,"about_ca_system_score_gemma":0.0005091911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001561386,"about_ca_topic_score_gemma":0.002838346,"domain_scores_codex":[0.9974744,0.0007349961,0.0004535231,0.0003049712,0.0007511007,0.0002810266],"domain_scores_gemma":[0.9983551,0.0006358139,0.000294554,0.0001348119,0.0004542845,0.000125463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003839561,0.0004353981,0.4129195,0.0007005197,0.0001105059,0.00002096437,0.06775371,0.00008798651,0.00518044,0.0223744,0.00003618552,0.4899965],"study_design_scores_gemma":[0.001199772,0.0003339933,0.1131233,0.01020713,0.00001999413,0.00001460484,0.6643804,0.002493822,0.001141351,0.001322736,0.2053358,0.0004270398],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937868,0.0005798854,0.00005064735,0.00135551,0.00007743249,0.0003746987,0.000009257501,0.00001066978,0.003755162],"genre_scores_gemma":[0.9933168,0.004062039,0.002243983,0.00001949158,0.00006420543,0.00002900514,0.00008876379,0.000008903474,0.0001668063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5966268,"threshold_uncertainty_score":0.6507208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07818201290708808,"score_gpt":0.4893817745729614,"score_spread":0.4111997616658734,"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."}}