{"id":"W3138376969","doi":"10.19173/irrodl.v22i1.4978","title":"Are Highly Motivated Learners More Likely to Complete a Computer Programming MOOC?","year":2021,"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":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Expectancy theory; Psychology; Dropout (neural networks); Mathematics education; Cluster (spacecraft); Test (biology); Computer science; Social psychology; Machine learning","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":[0.003060021,0.0001214044,0.0003179565,0.0001508682,0.0001935778,0.0005274073,0.001909848,0.00003527384,0.00002350862],"category_scores_gemma":[0.002113705,0.00009135037,0.00006331714,0.001425879,0.0001093343,0.0002276771,0.002395652,0.0008025461,0.00002299427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008227165,"about_ca_system_score_gemma":0.0001758774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001557781,"about_ca_topic_score_gemma":0.00001501256,"domain_scores_codex":[0.9973808,0.0006506275,0.0003910044,0.000414846,0.0008273864,0.0003353531],"domain_scores_gemma":[0.9979653,0.0006125745,0.0001948878,0.0003560621,0.0007422858,0.00012887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000141068,0.0009395695,0.1741876,0.004341789,0.0004053333,0.001074838,0.001796057,0.02175181,0.000649865,0.07726271,0.01768966,0.6997597],"study_design_scores_gemma":[0.001693614,0.0003555724,0.05884362,0.03468801,0.00002181954,0.0001564485,0.003334753,0.2747278,0.0002472951,0.001935261,0.6234142,0.0005815919],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1836837,0.01851987,0.1379714,0.6536829,0.0005080315,0.002353925,0.0001142583,0.0002147445,0.002951075],"genre_scores_gemma":[0.9702334,0.004869185,0.02125446,0.002261356,0.0001391834,0.00005602637,0.0002157191,0.00002038607,0.0009502223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7865497,"threshold_uncertainty_score":0.5085801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09985787509699331,"score_gpt":0.4315281886328144,"score_spread":0.3316703135358211,"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."}}