{"id":"W3181049741","doi":"10.1080/03634523.2021.1948084","title":"Same storm, different nightmares: emergency remote teaching by contingent communication instructors during the pandemic","year":2021,"lang":"en","type":"article","venue":"Communication Education","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Autoethnography; Resistance (ecology); Scholarship; Pandemic; Public relations; Sociology; Psychology; Political science; Coronavirus disease 2019 (COVID-19); Medicine; Gender studies; Law","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009385705,0.0003235902,0.0003141698,0.0001640321,0.002240378,0.0001380817,0.001935515,0.0002316678,0.003165677],"category_scores_gemma":[0.0004657578,0.0002976747,0.0001618697,0.0004571381,0.0001937083,0.0002815443,0.0004862831,0.001334588,0.0001959652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006794371,"about_ca_system_score_gemma":0.0004136306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850911,"about_ca_topic_score_gemma":0.002418786,"domain_scores_codex":[0.9944854,0.003150228,0.001118175,0.0004797358,0.0003562628,0.0004101987],"domain_scores_gemma":[0.9920399,0.0005545784,0.0008151526,0.005706362,0.0006839869,0.0002000362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008434593,0.002878056,0.3621402,0.0001976826,0.0003095339,2.891401e-7,0.1174571,0.000008870215,0.005055007,0.07539679,0.1676925,0.2687796],"study_design_scores_gemma":[0.0006473152,0.00002380988,0.5671676,0.0002405386,0.00007085802,0.0000457978,0.06731136,0.00006098596,0.0002303474,0.00385977,0.3598393,0.000502191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.912607,0.03562449,0.0002418392,0.02584716,0.002110353,0.0007376783,0.00002680978,0.0002849342,0.02251975],"genre_scores_gemma":[0.9643691,0.01179861,0.001226336,0.001047484,0.0001727641,0.0003451545,0.001328747,0.00006336634,0.01964846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2682774,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0366811926024265,"score_gpt":0.3894438636051664,"score_spread":0.3527626710027399,"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."}}