{"id":"W3134130599","doi":"10.1145/3408877.3439669","title":"Exploring How Students Use an Online Learning Environment","year":2021,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Online learning; Class (philosophy); Learning environment; Multimedia; Mathematics education; Artificial intelligence; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008497439,0.0003354216,0.0002125071,0.001136749,0.0005678553,0.003035534,0.0005113193,0.0004612421,0.001269014],"category_scores_gemma":[0.006344493,0.0001363878,0.0002323213,0.0006196242,0.0003352287,0.00186092,0.000910832,0.0005694146,0.0004214327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003278267,"about_ca_system_score_gemma":0.0005869018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001674989,"about_ca_topic_score_gemma":0.004379095,"domain_scores_codex":[0.9989679,0.0004125604,0.00006104703,0.000127174,0.0003026566,0.0001287028],"domain_scores_gemma":[0.9970561,0.001321211,0.0006174567,0.0001446122,0.0004647173,0.0003958442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001498925,0.001421149,0.7753839,0.0001591503,0.0001018375,0.0002434557,0.03844871,0.0005856874,0.009971532,0.001196709,0.00103134,0.1713066],"study_design_scores_gemma":[0.00002096156,0.001557525,0.8635417,0.0001698608,0.000112944,0.0007811755,0.09881136,0.009430997,0.007973467,0.002611356,0.01487002,0.0001186366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964503,0.00004402462,0.001279449,0.0001046777,0.00000288154,0.00002090309,0.0000389061,0.00002092537,0.002037942],"genre_scores_gemma":[0.9960818,0.0001186823,0.002407195,0.00004948495,0.000002237226,0.00001859739,0.00008242464,0.000008894273,0.001230649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003035534,"threshold_uncertainty_score":0.004493892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1845081301922595,"score_gpt":0.3001187830918637,"score_spread":0.1156106528996042,"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."}}