{"id":"W4292665562","doi":"10.21432/cjlt28344","title":"Editorial","year":2022,"lang":"en","type":"editorial","venue":"Canadian Journal of Learning and Technology","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Athabasca University","funders":"","keywords":"Pandemic; Psychology; Engineering ethics; Coronavirus disease 2019 (COVID-19); Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001559744,0.00008816418,0.0002093948,0.0007307543,0.001248178,0.0001053007,0.0003078097,0.0006380945,0.001639824],"category_scores_gemma":[0.00563021,0.00009674787,0.00004124039,0.0003454317,0.000260424,0.00007441924,0.00002368965,0.003175534,0.000007898828],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003738379,"about_ca_system_score_gemma":0.008147362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009431195,"about_ca_topic_score_gemma":0.01763815,"domain_scores_codex":[0.9987094,0.0002597444,0.0002223263,0.0001188579,0.0004087236,0.0002809936],"domain_scores_gemma":[0.9985014,0.0003586061,0.0003659578,0.00006756304,0.000395575,0.0003108588],"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":[0.000002303912,0.000003336508,0.0005905025,0.000004076426,0.00002777046,0.00002686841,0.001390084,0.000002161481,3.621311e-7,0.001129597,0.992397,0.004425975],"study_design_scores_gemma":[0.0001252745,0.0001322135,0.000001320633,0.0000181419,0.00003039846,0.000003668255,0.0125202,6.288156e-8,1.66365e-7,0.0005187392,0.9865592,0.00009061473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002052598,0.001616235,0.00000249782,0.004217937,0.9885859,0.00003586856,0.000006594667,0.00001817843,0.005311501],"genre_scores_gemma":[0.003064741,0.001246201,0.00005053249,0.000005212908,0.9880135,0.000003653242,0.000007796883,0.00001524988,0.007593122],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01113012,"threshold_uncertainty_score":0.9992728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078751171474367,"score_gpt":0.30342375190481,"score_spread":0.2926362401900663,"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."}}