{"id":"W4299411383","doi":"10.1145/3478431.3499383","title":"Comparing Student Experiences of Collaborative Learning in Synchronous CS1 Classes in Gather.Town vs. Zoom","year":2022,"lang":"en","type":"article","venue":"Proceedings of the 53rd ACM Technical Symposium on Computer Science Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Zoom; Class (philosophy); Agency (philosophy); Computer science; Coronavirus disease 2019 (COVID-19); Student engagement; Mathematics education; Multimedia; World Wide Web; Psychology; Sociology; Artificial intelligence; Engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004488053,0.0001586715,0.0003254982,0.0005519752,0.0003743543,0.00006734381,0.002057072,0.00005408708,0.00003459449],"category_scores_gemma":[0.0004878697,0.0001309935,0.00004845503,0.003433721,0.0005590382,0.000201571,0.000893095,0.0008616808,0.000001191827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004773599,"about_ca_system_score_gemma":0.0004267899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009469131,"about_ca_topic_score_gemma":0.000002912001,"domain_scores_codex":[0.9976615,0.0002451427,0.0005551564,0.0005516706,0.0006601964,0.0003263335],"domain_scores_gemma":[0.9985617,0.0002752855,0.0005728955,0.0002707116,0.0002800971,0.00003930204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001990539,0.002769402,0.6053693,0.00004449749,0.00001338709,4.274146e-7,0.240192,0.004366657,0.1089483,0.02243378,0.0006086579,0.01505453],"study_design_scores_gemma":[0.0006237014,0.001740425,0.912037,0.0003352709,0.000009566324,0.00001720544,0.07090873,0.001657255,0.01056931,0.0008163074,0.000938212,0.0003470474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992101,0.00003661885,0.0002607072,0.001447929,0.001217284,0.0004315395,3.302769e-7,0.00005392203,0.004450669],"genre_scores_gemma":[0.9910383,0.000002086295,0.008396212,0.0001241169,0.00007096147,0.0002340825,5.427152e-7,0.00001074875,0.000122963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3066677,"threshold_uncertainty_score":0.5341761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455199663477229,"score_gpt":0.3615827979170717,"score_spread":0.3370308012822994,"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."}}