{"id":"W4378907922","doi":"10.19173/irrodl.v24i2.6898","title":"Is My MOOC Learner-Centric? A Framework for Formative Evaluation of MOOC Pedagogy","year":2023,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; Usability; Computer science; Quality (philosophy); Instructional design; Massive open online course; Pedagogy; Psychology; Mathematics education; Human–computer interaction","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":[0.01309584,0.00008253917,0.000246771,0.0002244328,0.0001434228,0.000132275,0.001502912,0.0000443594,0.00004623658],"category_scores_gemma":[0.008005638,0.00006017051,0.000072315,0.001281418,0.0000992958,0.0002809375,0.0009170533,0.0005130403,0.00001914748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007591898,"about_ca_system_score_gemma":0.0003396173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001086485,"about_ca_topic_score_gemma":0.000003789095,"domain_scores_codex":[0.9972086,0.0006748618,0.000423024,0.0002351282,0.001210527,0.0002478606],"domain_scores_gemma":[0.9963197,0.00193288,0.0002555281,0.0002592932,0.001183907,0.00004867429],"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":[0.0001499946,0.0003177648,0.02128295,0.003896746,0.0002541705,0.000006948565,0.004428636,0.01015795,0.00005771226,0.3956944,0.01292992,0.5508228],"study_design_scores_gemma":[0.0008924556,0.0001861131,0.004534165,0.006859017,0.00002277163,0.000004488194,0.002484813,0.8705565,0.0001119276,0.08668108,0.02755116,0.0001155115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2188167,0.04175626,0.3381653,0.3832606,0.0007395608,0.007077387,0.0004395107,0.0001755862,0.009569028],"genre_scores_gemma":[0.9795167,0.01681586,0.002824704,0.0001768597,0.00005485346,0.0001050206,0.0001587956,0.000008602316,0.0003386041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8603985,"threshold_uncertainty_score":0.9584075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2044817245975518,"score_gpt":0.5482737219473997,"score_spread":0.3437919973498479,"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."}}