{"id":"W1527152951","doi":"10.19173/irrodl.v15i5.1854","title":"A comparison of learner intent and behaviour in live and archived MOOCs","year":2014,"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":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Division of Materials Research; University of Toronto; Bill and Melinda Gates Foundation","keywords":"Massive open online course; Session (web analytics); Demographics; Clickstream; Open educational resources; Computer science; Online learning; Multimedia; World Wide Web; Mathematics education; Psychology; The Internet; Web 2.0; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00223187,0.0001123151,0.0002280892,0.0009572611,0.0002899333,0.001030694,0.0002702088,0.0003579123,0.001168986],"category_scores_gemma":[0.01270054,0.0001122766,0.0002452724,0.0004928473,0.0002532921,0.0006167261,0.0006644533,0.0003963434,0.0004357114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002878917,"about_ca_system_score_gemma":0.0003231415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949567,"about_ca_topic_score_gemma":0.002997129,"domain_scores_codex":[0.99891,0.0004160434,0.00009407644,0.0001402663,0.0003312675,0.0001084423],"domain_scores_gemma":[0.9871225,0.006172855,0.002895403,0.0006541808,0.002027849,0.001127109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002971365,0.0004661314,0.9397912,0.0001004701,0.00004849473,0.00007324476,0.01379814,0.0001463167,0.001724233,0.00009437644,0.0002033291,0.04325692],"study_design_scores_gemma":[0.000005387254,0.0006800246,0.9903449,0.00004277812,0.00002239591,0.0000937188,0.00665246,0.0005698875,0.0005686098,0.00008153846,0.0009175571,0.00002062319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989925,0.0000673178,0.0002440175,0.00002352273,0.000002781719,0.00001823657,0.00007760722,0.000008569753,0.0005654002],"genre_scores_gemma":[0.9982424,0.0001043988,0.0004255543,0.00003260559,0.000005543181,0.0000411504,0.0001867555,0.000004937528,0.0009566419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00223187,"threshold_uncertainty_score":0.01180339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09037788385503964,"score_gpt":0.4705983408336501,"score_spread":0.3802204569786105,"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."}}