{"id":"W1514423476","doi":"","title":"Designing a Mathematics-for-All MOOC","year":2013,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007229563,0.0003923614,0.0004524025,0.0002700302,0.0003387064,0.000677095,0.0005749667,0.0001587767,0.0001800473],"category_scores_gemma":[0.0001266327,0.0003919656,0.0000750492,0.0006855762,0.00007845934,0.0005695241,0.0001336833,0.0008818374,0.0001779629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003579988,"about_ca_system_score_gemma":0.0005843979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004739738,"about_ca_topic_score_gemma":0.0001212433,"domain_scores_codex":[0.9969119,0.0002749445,0.0006477421,0.0008465874,0.0006473712,0.0006713975],"domain_scores_gemma":[0.9976461,0.0003360273,0.0008712853,0.0005336673,0.0002755422,0.0003373739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003507017,0.0006732179,0.03452875,0.0004536707,0.00004604176,0.000004774378,0.002084658,0.0003508002,0.0006927112,0.8773192,0.004402492,0.07940867],"study_design_scores_gemma":[0.003312447,0.002783795,0.2143706,0.00317123,0.00009429727,0.00003530738,0.005575584,0.1827821,0.0005159451,0.4908291,0.09329465,0.003235011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.277792,0.002216788,0.06436159,0.5096179,0.006506596,0.006748048,0.00003256513,0.002213145,0.1305114],"genre_scores_gemma":[0.9027374,0.0001999522,0.03767051,0.001865801,0.0002361854,0.0002427748,0.00002555225,0.00004700099,0.05697478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6249455,"threshold_uncertainty_score":0.9998533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07412362254962478,"score_gpt":0.3070455154493655,"score_spread":0.2329218928997407,"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."}}