{"id":"W1932449645","doi":"10.19173/irrodl.v15i1.1638","title":"An exploratory study of effective online learning: Assessing satisfaction levels of graduate students of mathematics education associated with human and design factors of an online course","year":2014,"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":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rubric; Mathematics education; Exploratory research; Distance education; Psychology; Instructional design; Class (philosophy); Course evaluation; Constructive; Higher education; Medical education; Computer science; Medicine","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":[0.01016683,0.00009731636,0.0004292737,0.0001581845,0.0001863416,0.00005057729,0.0004679428,0.00004405214,0.00001392726],"category_scores_gemma":[0.003755824,0.00007081894,0.00002376014,0.0004516813,0.0003373428,0.0004406755,0.0001470082,0.000463233,4.695293e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006641115,"about_ca_system_score_gemma":0.0003487589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001701244,"about_ca_topic_score_gemma":0.001280678,"domain_scores_codex":[0.9941964,0.003824171,0.0005374943,0.0001759939,0.001131298,0.0001346058],"domain_scores_gemma":[0.9962741,0.001469723,0.0008956278,0.0001330683,0.001168342,0.00005920161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006164686,0.004892382,0.9197049,0.0008697622,0.0001495529,6.319269e-7,0.01223527,0.0009007838,0.001612673,0.000477827,0.000002983769,0.05909166],"study_design_scores_gemma":[0.0007081331,0.001398494,0.7894991,0.005214466,0.00005732293,3.43835e-7,0.2014497,0.001015818,0.0002957178,0.0002737163,0.00001491341,0.00007228806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984808,0.0002458965,0.0002418347,0.00009375339,0.0000163627,0.0008464233,0.00002943817,0.000005064278,0.00004043346],"genre_scores_gemma":[0.9989074,0.0004773328,0.0004361071,0.000002413728,0.00001720199,0.00001311459,0.0001235119,0.000009311156,0.00001353594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1892144,"threshold_uncertainty_score":0.4496343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2191775776502724,"score_gpt":0.5281611369394844,"score_spread":0.308983559289212,"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."}}