{"id":"W4383616787","doi":"10.1007/978-3-031-34735-1_1","title":"Improving Students’ Self-awareness by Analyzing Course Discussion Forum Data","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Dashboard; Quality (philosophy); Sentiment analysis; Massive open online course; Multimedia; Mathematics education; World Wide Web; Data science; Psychology; Artificial intelligence","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":[0.001877749,0.0004774268,0.0004055954,0.002065395,0.000310575,0.001969892,0.000390141,0.0005495617,0.001654482],"category_scores_gemma":[0.0117625,0.0002163876,0.0003625789,0.001071533,0.0001346222,0.001703665,0.0009448324,0.0007482455,0.0009222289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001936765,"about_ca_system_score_gemma":0.0002937347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004948883,"about_ca_topic_score_gemma":0.0008845798,"domain_scores_codex":[0.9987978,0.0004290907,0.00006458766,0.0003001099,0.0003077584,0.0001006933],"domain_scores_gemma":[0.9861687,0.009594901,0.001352875,0.0009142832,0.00135439,0.0006149072],"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":[0.0007226039,0.00174222,0.2690497,0.0002626042,0.0002616201,0.00007763469,0.002397276,0.002496058,0.03696401,0.0004868779,0.005155798,0.6803837],"study_design_scores_gemma":[0.00009900834,0.002097163,0.7101558,0.0001394083,0.0006080741,0.0005179379,0.004200425,0.1802403,0.08583528,0.004702161,0.01117878,0.0002254843],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964295,0.0002972994,0.02928299,0.0002200609,0.00008709252,0.00006771539,0.0005418658,0.00144199,0.00376584],"genre_scores_gemma":[0.9815577,0.0000856984,0.01642263,0.00002788893,0.00005520902,0.00002982513,0.0005997898,0.00005481257,0.001166495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002065395,"threshold_uncertainty_score":0.009930611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208006370551299,"score_gpt":0.3080538344367923,"score_spread":0.2872531973816624,"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."}}