{"id":"W3085578135","doi":"10.26522/brocked.v29i2.840","title":"Lessons on Change: Shifting to Online Teaching during COVID-19","year":2020,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Agency (philosophy); Face (sociological concept); Institution; Pandemic; Online teaching; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Online learning; Institutional change; Higher education; Political science; Sociology; Public relations; Pedagogy; Psychology; Mathematics education; Medicine; Computer science; Public administration; Multimedia; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003439171,0.00008850347,0.0001045828,0.0001278776,0.001999136,0.0001994961,0.000238603,0.00005056056,0.0003431772],"category_scores_gemma":[0.004485988,0.00008897418,0.00005588762,0.0002692874,0.00001519366,0.0002693452,0.00003529675,0.0006629167,0.0001060272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002511375,"about_ca_system_score_gemma":0.002119959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396754,"about_ca_topic_score_gemma":0.0001982933,"domain_scores_codex":[0.998677,0.000304003,0.0002070593,0.000179801,0.0003452007,0.0002869333],"domain_scores_gemma":[0.9984962,0.00009143159,0.000147968,0.00006650736,0.0000776646,0.001120228],"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":[0.0001062534,0.0007422592,0.02297032,0.00008784686,0.00004211687,0.00002074289,0.2114936,0.001492385,0.002286626,0.005045805,0.07383724,0.6818748],"study_design_scores_gemma":[0.0001734223,0.00006208063,0.008398851,0.00007380199,0.000009928681,0.00001561461,0.05928425,0.00001882776,0.00002263467,0.0001717087,0.931624,0.0001449024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6252786,0.00007378787,0.0004172683,0.3713589,0.0006580132,0.0001303488,0.000003146918,0.00007465236,0.00200533],"genre_scores_gemma":[0.9505881,0.00005533758,0.007381504,0.02280001,0.01682602,0.000008617886,0.000007599187,0.00001949692,0.002313305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8577868,"threshold_uncertainty_score":0.9993001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109918206307799,"score_gpt":0.43728827924546,"score_spread":0.3273700729376611,"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."}}