{"id":"W4396665296","doi":"10.5206/cjsotlrcacea.2024.1.15156","title":"A Comparison of Virtual Communication Software on Perceived Engagement, Enjoyment, Social Connectedness, and Willingness to Communicate in a Virtual Undergraduate Classroom","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002156937,0.0002606371,0.0003328669,0.0009381737,0.000463683,0.001661499,0.0003429042,0.0003513939,0.003282164],"category_scores_gemma":[0.01535174,0.0001746011,0.0004265841,0.0004464547,0.0005222492,0.001019368,0.00159676,0.0004905234,0.0002937481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000447546,"about_ca_system_score_gemma":0.0004394701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002053543,"about_ca_topic_score_gemma":0.003743229,"domain_scores_codex":[0.998173,0.000760865,0.0001780325,0.0001352942,0.000456652,0.0002961055],"domain_scores_gemma":[0.9871048,0.006212098,0.001737588,0.0002827623,0.001201023,0.003461782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003879164,0.005308934,0.800819,0.0005671039,0.0002654927,0.0005270616,0.04967869,0.0005018348,0.00833526,0.0004218649,0.001455757,0.1282398],"study_design_scores_gemma":[0.0001133901,0.006142844,0.9604564,0.00009915144,0.00008917866,0.0001621344,0.02909591,0.0009626466,0.0008012829,0.0001314427,0.001895781,0.00004972224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993352,0.00002381533,0.0000503689,0.00002059371,0.000003002309,0.00001128831,0.00001429456,0.000003788787,0.0005376522],"genre_scores_gemma":[0.9994144,0.00003844324,0.0001358519,0.0000170895,0.000003899751,0.00003199475,0.00003791642,0.000003415603,0.0003168641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003282164,"threshold_uncertainty_score":0.01140714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09362470336759882,"score_gpt":0.4061045407031956,"score_spread":0.3124798373355968,"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."}}