{"id":"W3210890011","doi":"10.32920/ryerson.14639625.v1","title":"Learning Analytics Dashboard for Twitter","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Dashboard; Learning analytics; Analytics; Class (philosophy); Computer science; World Wide Web; Ranking (information retrieval); Data science; Information retrieval; 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":[0.004133872,0.00236599,0.0009012544,0.003226449,0.001208517,0.004544237,0.0018283,0.001221224,0.02958774],"category_scores_gemma":[0.0217183,0.0005957683,0.0007890347,0.002054719,0.0005385102,0.005974117,0.004758914,0.00245302,0.01023211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008764635,"about_ca_system_score_gemma":0.001148989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002381003,"about_ca_topic_score_gemma":0.002486586,"domain_scores_codex":[0.9956672,0.0008959247,0.0005976458,0.0008745262,0.001690904,0.000273813],"domain_scores_gemma":[0.9819609,0.008026157,0.00119218,0.003224705,0.004097308,0.001498809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00275005,0.001520893,0.01524703,0.002219788,0.0001727416,0.001549201,0.005721692,0.007380098,0.02758546,0.01025152,0.4193557,0.5062458],"study_design_scores_gemma":[0.0005332903,0.001078035,0.01529075,0.0009195912,0.00009609438,0.0003484155,0.002773036,0.07027213,0.03571137,0.01142111,0.8611431,0.0004130812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.07146292,0.0009067082,0.2699902,0.005272234,0.003601345,0.004516921,0.07349751,0.5240256,0.04672649],"genre_scores_gemma":[0.3361215,0.00158746,0.3861137,0.003588908,0.001126808,0.0119744,0.1464145,0.02989835,0.08317429],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.02958774,"threshold_uncertainty_score":0.09898084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760965660182407,"score_gpt":0.3126166886730132,"score_spread":0.2750070320711891,"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."}}