{"id":"W4409089289","doi":"10.1177/14614448251314400","title":"Architectures of assetization: Legacy infrastructures and the configuration of datafication in UK higher education","year":2025,"lang":"en","type":"article","venue":"New Media & Society","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Economic and Social Research Council","keywords":"Political science; Business; Process management; Sociology; Public relations; Computer science; Public administration","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002247385,0.0002241414,0.0001592886,0.0020576,0.002891395,0.01150572,0.0008365661,0.001444911,0.006471809],"category_scores_gemma":[0.008956449,0.0003612896,0.0002099463,0.003993444,0.01288598,0.01372673,0.009745138,0.002033033,0.0006755766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01216085,"about_ca_system_score_gemma":0.003664253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0229797,"about_ca_topic_score_gemma":0.01440626,"domain_scores_codex":[0.997099,0.001115827,0.0002243331,0.0003286549,0.0006136341,0.000618527],"domain_scores_gemma":[0.9951215,0.001837191,0.0008828895,0.001129702,0.0005492603,0.0004793947],"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":[0.00002105176,0.000007119177,0.004430791,0.00003784334,0.000003706266,0.0002505063,0.008920248,0.001017193,0.0002105746,0.9651085,0.001482329,0.01851026],"study_design_scores_gemma":[0.00001946151,0.00004468591,0.02465975,0.0004064272,0.00001334281,0.0007973532,0.02534237,0.006210146,0.001894641,0.616881,0.3236455,0.00008528525],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5153109,0.004294828,0.06402782,0.03311991,0.0002724806,0.00007223571,0.0003050881,0.0002175621,0.3823792],"genre_scores_gemma":[0.9897517,0.000655291,0.003010637,0.0002432979,0.00002407175,0.00001977356,0.00005289524,0.0000202871,0.006222059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9971086,"threshold_uncertainty_score":0.08823359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008892611714763824,"score_gpt":0.2767249955267664,"score_spread":0.2678323838120026,"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."}}