{"id":"W7117763126","doi":"10.18552/joaw.v15i2.1334","title":"Toward an Eductive Pedagogy for Academic Writing in Doctoral Education","year":2025,"lang":"","type":"article","venue":"Journal of Academic Writing","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Academic writing; Process (computing); Writing process; Professional writing; Knowledge production; Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04022088,0.0009533959,0.0006439743,0.004259887,0.01973068,0.02342916,0.003636757,0.006818609,0.005566405],"category_scores_gemma":[0.05039629,0.0005409871,0.0009090906,0.001476256,0.06368838,0.01731448,0.02616379,0.01263234,0.002665343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006498661,"about_ca_system_score_gemma":0.01254584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007877542,"about_ca_topic_score_gemma":0.001719727,"domain_scores_codex":[0.9587592,0.0349679,0.0007246592,0.001571368,0.00291798,0.001058843],"domain_scores_gemma":[0.9439222,0.03864657,0.003650493,0.004483426,0.003189916,0.006107359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001798159,0.0002140746,0.001026387,0.0004336688,0.00001055912,0.0003852913,0.3357646,0.0002566148,0.0006112686,0.5947927,0.0128892,0.05359771],"study_design_scores_gemma":[0.00004381748,0.0001012202,0.0007838507,0.00143218,0.00001205943,0.0009637594,0.1818991,0.0006591381,0.001162222,0.4199749,0.3929269,0.00004092247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05743702,0.007418915,0.2189323,0.307867,0.003876644,0.000708546,0.00005690609,0.0007952047,0.4029076],"genre_scores_gemma":[0.7200452,0.005418634,0.1931578,0.02689652,0.002078243,0.001672263,0.00006973214,0.0005219179,0.05013959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04022088,"threshold_uncertainty_score":0.2127109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0944474230371873,"score_gpt":0.4633706786943719,"score_spread":0.3689232556571846,"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."}}