{"id":"W6944114861","doi":"10.17635/lancaster/thesis/1875","title":"The University as a Socio-Material Assemblage","year":2023,"lang":"en","type":"article","venue":"University of Lancaster","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Assemblage (archaeology); Semiotics; Globalization; Graphics; Multimodality; Key (lock); Set (abstract data type)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001955808,0.0003047527,0.0003859462,0.003994342,0.006769273,0.009761925,0.0007477656,0.001238129,0.008172586],"category_scores_gemma":[0.003793259,0.0002457954,0.000301855,0.003421883,0.01734583,0.01181225,0.008127864,0.001264653,0.0007680865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004717326,"about_ca_system_score_gemma":0.002997072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007474088,"about_ca_topic_score_gemma":0.008906748,"domain_scores_codex":[0.9968022,0.001842259,0.0001290491,0.000351455,0.0005706169,0.000304374],"domain_scores_gemma":[0.9981523,0.0008524894,0.0001877701,0.0002733861,0.0002274497,0.0003065329],"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":[0.0000353959,0.00003138541,0.006978157,0.0001620767,0.00001716462,0.0004974735,0.1159484,0.001332349,0.001054989,0.831552,0.001999036,0.04039153],"study_design_scores_gemma":[0.00001223157,0.00008704359,0.01786223,0.0005790018,0.00005020532,0.000742144,0.2153145,0.005243911,0.0008177952,0.3931693,0.3660435,0.00007817397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4718749,0.004031893,0.1065881,0.008143525,0.000269131,0.0003920684,0.0003111251,0.0003005846,0.4080887],"genre_scores_gemma":[0.9805431,0.0008920358,0.009545701,0.0001725274,0.00004734366,0.00008433579,0.00008253062,0.0000447989,0.008587694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9932307,"threshold_uncertainty_score":0.03422672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951538610821732,"score_gpt":0.2684083851971907,"score_spread":0.2488929990889734,"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."}}