{"id":"W7017009125","doi":"","title":"Algorithms, governance, and governmentality : on governing academic writing","year":2016,"lang":"en","type":"article","venue":"Lancaster EPrints (Lancaster University)","topic":"Digital Education and Society","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Governmentality; Performative utterance; Order (exchange); Focus (optics); Action (physics); Transparency (behavior); Academic writing; Performativity; Actor–network theory; Democracy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01695132,0.0004125226,0.0004494204,0.002305535,0.007613651,0.01224278,0.001493995,0.002783101,0.002246876],"category_scores_gemma":[0.02672715,0.0002866889,0.0004872174,0.001974973,0.07617793,0.007309754,0.006085616,0.003343695,0.0006140051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008674001,"about_ca_system_score_gemma":0.007815275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008096671,"about_ca_topic_score_gemma":0.008367664,"domain_scores_codex":[0.9846371,0.01036746,0.0005140403,0.00158689,0.002013931,0.0008805458],"domain_scores_gemma":[0.9769937,0.01537175,0.00139526,0.00411175,0.001533623,0.0005937911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003417047,0.000004125528,0.0001942911,0.00001578034,0.00000260909,0.00002024389,0.00851599,0.000397315,0.00007678614,0.9838929,0.0007511634,0.006125323],"study_design_scores_gemma":[0.00001884553,0.00001232229,0.0004379489,0.0001462083,0.000009925785,0.0000503099,0.004949941,0.001540842,0.000937813,0.8972441,0.09463006,0.00002176841],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1019635,0.004309673,0.1760778,0.05718557,0.0004219436,0.0001684723,0.00005657815,0.0006109013,0.6592056],"genre_scores_gemma":[0.9599542,0.0008949415,0.01802962,0.002157479,0.000150109,0.0001425785,0.00003164967,0.0001540573,0.01848532],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9923863,"threshold_uncertainty_score":0.08964825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181182756057976,"score_gpt":0.2283021473690494,"score_spread":0.2101838717632518,"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."}}