{"id":"W2612113604","doi":"10.19173/irrodl.v18i3.2845","title":"Approaches Reflected in Academic Writing MOOCs","year":2017,"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":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic writing; Syllabus; Mathematics education; Context (archaeology); Class (philosophy); Perspective (graphical); Computer science; Writing process; Academic year; Pedagogy; Psychology; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004158312,0.0002156379,0.0002917033,0.003297911,0.002045866,0.007598286,0.0008921769,0.0006890781,0.001311269],"category_scores_gemma":[0.01985749,0.0001863393,0.0002284082,0.004091492,0.002084503,0.002410658,0.003138478,0.001201273,0.0004386966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004096883,"about_ca_system_score_gemma":0.003868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003439645,"about_ca_topic_score_gemma":0.005985188,"domain_scores_codex":[0.9899268,0.003094321,0.0005756945,0.001267182,0.004296584,0.0008394851],"domain_scores_gemma":[0.9846575,0.005739136,0.00378286,0.001007008,0.003394752,0.001418836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002174826,0.0004787692,0.1011571,0.001300146,0.00007595064,0.0006730853,0.1367947,0.0002763646,0.007521907,0.0247396,0.005291697,0.7214733],"study_design_scores_gemma":[0.00005495295,0.0004529254,0.4745394,0.001684702,0.00008233515,0.001256994,0.1753031,0.0003643327,0.005679382,0.01722514,0.3232602,0.00009644259],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9021548,0.0130808,0.005467666,0.003799425,0.0003662409,0.0001760232,0.0001783136,0.0001081215,0.07466862],"genre_scores_gemma":[0.9818038,0.004663502,0.002042627,0.0007482475,0.0001051351,0.0001336077,0.0001459149,0.00005656377,0.01030066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007598286,"threshold_uncertainty_score":0.02972507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2832014050447755,"score_gpt":0.5142483169163006,"score_spread":0.2310469118715251,"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."}}