{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001803827,0.0001991727,0.0001896417,0.00004918096,0.0001299662,0.0001158042,0.0006671541,0.0001018271,0.0001146753],"category_scores_gemma":[0.00002431663,0.000167726,0.00007297106,0.0002579463,0.00009290002,0.001199208,0.0006254119,0.0002065978,0.0005749025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002965697,"about_ca_system_score_gemma":0.00004226116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009234334,"about_ca_topic_score_gemma":0.000003660929,"domain_scores_codex":[0.9984199,0.00006465501,0.000183844,0.0006035563,0.0003614485,0.0003665717],"domain_scores_gemma":[0.9990193,0.0001245803,0.0001559094,0.0004686329,0.00003716134,0.0001944165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007201305,0.0001844121,0.3712296,0.00005815015,0.00009925866,0.0001376812,0.001860855,1.752981e-7,0.0009960296,0.1903363,0.003284756,0.4317407],"study_design_scores_gemma":[0.001297737,0.00006553787,0.7665895,0.0001970409,0.000008268689,0.00003333043,0.0004930283,0.0003236004,0.0004668443,0.0002923744,0.2298378,0.000395026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.727143,0.00005032616,0.05547147,0.003758178,0.0006094062,0.0002435408,0.00008033227,0.0002156905,0.212428],"genre_scores_gemma":[0.9651656,0.00009575573,0.002117934,0.001067619,0.000110198,0.000001021388,0.000001685562,0.00001406431,0.03142615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4313457,"threshold_uncertainty_score":0.7389401,"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."}}