{"id":"W7103195437","doi":"10.1086/715923\">10.1086/715923</a></p&gt","title":"Tales From Three Countries and One Academia: Academic Faculty in the Time of the Pandemic","year":2021,"lang":"en","type":"article","venue":"Scholar Commons (University of South Carolina)","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Pandemic; Realm; Context (archaeology); Higher education; Coronavirus disease 2019 (COVID-19); Scholarship; Work (physics); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006187228,0.0001158721,0.0002892615,0.00006997745,0.0003020114,0.000006628431,0.0005729579,0.0004196107,0.0001380564],"category_scores_gemma":[0.00005263867,0.000099471,0.00009584064,0.0003350671,0.0004246122,0.0001311406,0.0003244375,0.001762069,0.00003766394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008705223,"about_ca_system_score_gemma":0.0002495408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001457961,"about_ca_topic_score_gemma":0.003639188,"domain_scores_codex":[0.998731,0.0003635411,0.0001576235,0.0002544374,0.0002769548,0.0002164794],"domain_scores_gemma":[0.99898,0.0002887526,0.0001801512,0.0004294144,0.00005990744,0.00006172658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001157157,0.00004765578,0.9646253,0.00004004546,0.00005292221,0.00001333323,0.0316242,0.000001965526,0.0006659622,0.001608343,0.000411966,0.0007925965],"study_design_scores_gemma":[0.001191049,0.0000342538,0.9675169,0.00009661019,0.00009719539,0.000009429528,0.02357942,0.00001750555,0.0000616771,0.001242686,0.006056872,0.00009638708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909638,0.001916038,0.00002710873,0.005403789,0.00007915727,0.0002207034,0.0007644028,0.00001648346,0.0006084905],"genre_scores_gemma":[0.9987626,0.0001664329,0.00009000272,0.000575786,0.00002615262,5.809692e-7,0.00003672802,0.000007230417,0.0003344803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008044781,"threshold_uncertainty_score":0.7655411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06974619060788032,"score_gpt":0.3217020570633446,"score_spread":0.2519558664554643,"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."}}