{"id":"W4400106248","doi":"10.1145/3631700.3664899","title":"Exploring Adaptive Social Comparison for Online Practice","year":2024,"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 Alberta","funders":"Universitas Brawijaya","keywords":"Computer science; Data science","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":[0.005177342,0.0004616243,0.0002749166,0.0009128107,0.0009979093,0.003124554,0.001028114,0.0007144443,0.004594158],"category_scores_gemma":[0.02421304,0.0001807049,0.0004043348,0.0004692388,0.002034436,0.002898194,0.002177216,0.0008119494,0.0002278607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001516316,"about_ca_system_score_gemma":0.0009328861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007595,"about_ca_topic_score_gemma":0.001850039,"domain_scores_codex":[0.9947532,0.003608173,0.0001149777,0.000701187,0.000592606,0.0002298178],"domain_scores_gemma":[0.9776903,0.01682467,0.002156812,0.00160365,0.000775678,0.0009489296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001215203,0.006016798,0.178826,0.001336715,0.0003102006,0.0008189238,0.1598536,0.00806414,0.03935639,0.1062706,0.001883609,0.4960478],"study_design_scores_gemma":[0.0005940425,0.00863276,0.5147714,0.000662629,0.0005654873,0.001043992,0.1118779,0.1258381,0.0245987,0.1497459,0.06132217,0.000346857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9531893,0.0001239837,0.03055934,0.0004389812,0.00002135641,0.0001851312,0.00003592003,0.00008868352,0.01535731],"genre_scores_gemma":[0.9910424,0.00002847356,0.008213048,0.0000217328,0.00000633607,0.00007997625,0.00001682298,0.00001161459,0.0005796252],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005177342,"threshold_uncertainty_score":0.02738076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2815538271657658,"score_gpt":0.4071668116118356,"score_spread":0.1256129844460698,"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."}}