{"id":"W4308213084","doi":"10.18357/tar131202221087","title":"Letter from the Editor","year":2022,"lang":"en","type":"letter","venue":"The Arbutus Review","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"University of Victoria","keywords":"Formative assessment; Scholarship; Nomination; Vice president; Undergraduate research; Management; Library science; Work (physics); Sociology; Political science; Medical education; Engineering; Computer science; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00212072,0.0001600501,0.0002560753,0.00001014991,0.001480512,0.0001323814,0.001400968,0.0001026653,0.04644255],"category_scores_gemma":[0.0002846369,0.00008269642,0.0002061946,0.0002234932,0.0001543263,0.00007638806,0.0001726229,0.001999528,0.001564402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486063,"about_ca_system_score_gemma":0.0002208499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750062,"about_ca_topic_score_gemma":0.00008687004,"domain_scores_codex":[0.9957893,0.002563291,0.0002626944,0.0002420623,0.0008325693,0.0003100263],"domain_scores_gemma":[0.9974881,0.001364472,0.0002561053,0.0008193376,0.00004050104,0.00003152982],"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":[3.830245e-7,0.000005344106,0.000002989281,0.00006558285,0.00003938369,0.000005112946,0.001346451,9.675539e-8,2.904137e-8,0.0001346561,0.9947408,0.003659142],"study_design_scores_gemma":[0.00001910519,0.000004687942,0.00001573901,0.0002737909,0.0001848905,3.604154e-7,0.0001700459,4.669806e-8,2.985627e-8,0.0002995859,0.9989088,0.0001229577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000001008142,0.1107278,0.000002193429,0.8501166,0.01463951,0.0006157813,0.00004412686,0.00003584232,0.02381711],"genre_scores_gemma":[0.000001948766,0.1513129,0.00001252724,0.7169057,0.1098345,0.0002682175,0.000102226,0.00001774044,0.02154418],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1332109,"threshold_uncertainty_score":0.9998194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07329614859382201,"score_gpt":0.3608952723426855,"score_spread":0.2875991237488635,"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."}}