{"id":"W3085802484","doi":"10.26522/brocked.v29i2.841","title":"Assessing Higher Education in COVID-19 Era","year":2020,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Distancing; Construct (python library); Engineering ethics; 2019-20 coronavirus outbreak; Social distance; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sociology; Ethical issues; Ethics of technology; Political science; Information ethics; Computer science; Engineering; Medicine; Meta-ethics; Virology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001539422,0.0001140778,0.0001338665,0.0001876037,0.0002034018,0.0001620839,0.000163417,0.00008227504,0.00740657],"category_scores_gemma":[0.0001605902,0.0001172263,0.00005092192,0.0003409433,0.00001695132,0.0004091969,0.00001845836,0.0004592235,0.0003540814],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009536393,"about_ca_system_score_gemma":0.01664947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004415912,"about_ca_topic_score_gemma":0.00002835479,"domain_scores_codex":[0.9987275,0.0002207123,0.0003928372,0.000236157,0.0001703343,0.0002524788],"domain_scores_gemma":[0.9985896,0.00009122107,0.0002134773,0.0001338633,0.00007068802,0.000901137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001224577,0.001354992,0.1226879,0.0001565594,0.00001746972,0.00000784728,0.008426328,0.00003119309,0.0006547209,0.002672836,0.5704972,0.2933705],"study_design_scores_gemma":[0.0006673341,0.00006873639,0.3654027,0.00006342685,0.000011521,0.0001528414,0.01066058,0.000004227495,0.00001468571,0.001527765,0.6212796,0.000146592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8389668,0.004426788,0.001216588,0.1187821,0.01292429,0.0004304335,0.000002663846,0.00007616436,0.02317416],"genre_scores_gemma":[0.9055194,0.00006118383,0.0006167338,0.08335312,0.002387826,0.00003189337,0.00001847549,0.00001984706,0.007991475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2932239,"threshold_uncertainty_score":0.9935008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1301708156030807,"score_gpt":0.5012314908270927,"score_spread":0.371060675224012,"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."}}