{"id":"W4409058515","doi":"10.24908/cmj.v23i4.17690","title":"Some Personal Reflections on Teaching Through the COVID-19 Pandemic at the Canadian Forces College","year":2025,"lang":"en","type":"article","venue":"Canadian Military Journal","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Political science; Medicine; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002293134,0.0001092895,0.00009071507,0.000188599,0.02294341,0.0001310176,0.0004464088,0.00008925833,0.002308568],"category_scores_gemma":[0.0007844679,0.0000739548,0.000101979,0.0003106782,0.0003398027,0.0002768475,0.00001586646,0.0009871804,0.00007808291],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009135962,"about_ca_system_score_gemma":0.01532369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.984174,"about_ca_topic_score_gemma":0.9997026,"domain_scores_codex":[0.9978374,0.0009217054,0.0001951938,0.000171464,0.0002969085,0.0005773904],"domain_scores_gemma":[0.9981893,0.0005357796,0.00004599155,0.0001806542,0.00006055368,0.0009876939],"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":[0.000007400472,0.000008116263,0.004364603,0.000002666779,0.00006392606,0.0000210541,0.06614468,0.0002837672,0.00000166838,0.09798238,0.8304765,0.000643207],"study_design_scores_gemma":[0.0001048799,0.00001630703,0.002774743,0.00001050565,0.00002416735,0.00003960386,0.06952269,0.000008797138,1.402932e-7,0.007720766,0.9196969,0.00008055654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08075698,0.005126668,0.00002060013,0.6961966,0.003698179,0.0004272264,0.0001717745,0.00002643314,0.2135756],"genre_scores_gemma":[0.8786979,0.0007077591,0.00003516963,0.07262597,0.0009953879,0.00002461135,0.000007022677,0.000008276604,0.04689795],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7979409,"threshold_uncertainty_score":0.9986035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104256149056408,"score_gpt":0.4085131851271481,"score_spread":0.2980875702215073,"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."}}